From 5affde3ca73c54102b8c08f6918fde020f73ae99 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 22:46:52 -0500
Subject: [PATCH 01/19] Create README.md

---
 src/acquisition/mobility/README.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 src/acquisition/mobility/README.md

diff --git a/src/acquisition/mobility/README.md b/src/acquisition/mobility/README.md
new file mode 100644
index 000000000..8b1378917
--- /dev/null
+++ b/src/acquisition/mobility/README.md
@@ -0,0 +1 @@
+

From b7bfc40c577a1bf7d12356c2683cf6a0e1ebbe69 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 22:48:17 -0500
Subject: [PATCH 02/19] Update README.md

Adding COVID mobility data
---
 src/acquisition/mobility/README.md | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/src/acquisition/mobility/README.md b/src/acquisition/mobility/README.md
index 8b1378917..1eb98425d 100644
--- a/src/acquisition/mobility/README.md
+++ b/src/acquisition/mobility/README.md
@@ -1 +1,17 @@
+# COVID-19 Mobility data
 
+- Data source:
+  https://covid19.apple.com/mobility
+- Data source:
+  https://www.google.com/covid19/mobility/
+- Type: mobility data type (Apple,Google)
+- Country & State: location where mobility trends been reported
+- Month & Year: month and year of the data to be retrieved.
+
+Sample Query 1 : https://api.covidcast.cmu.edu/epidata/api.php?source=mobility&type=google&country=us&state=florida&month=9&year=2020
+
+Above query retrieves Apple mobility data for Florida state in septemeber month.
+
+Sample Query 2 : https://api.covidcast.cmu.edu/epidata/api.php?source=mobility&type=google&country=us&state=florida&month=9&year=2020
+
+Above query retrieves Google mobility data for Florida state in septemeber month.

From 109c8e85ee399005e5598011eea4bdc0bd82e245 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 22:51:39 -0500
Subject: [PATCH 03/19] Add files via upload

Adding COVID mobility data insertion files
---
 src/acquisition/mobility/Apple_Mobility_US.py | 104 ++++++++++++++++++
 .../mobility/Google_Mobility_US.py            |  70 ++++++++++++
 src/acquisition/mobility/database.py          | 101 +++++++++++++++++
 3 files changed, 275 insertions(+)
 create mode 100644 src/acquisition/mobility/Apple_Mobility_US.py
 create mode 100644 src/acquisition/mobility/Google_Mobility_US.py
 create mode 100644 src/acquisition/mobility/database.py

diff --git a/src/acquisition/mobility/Apple_Mobility_US.py b/src/acquisition/mobility/Apple_Mobility_US.py
new file mode 100644
index 000000000..ca97facb6
--- /dev/null
+++ b/src/acquisition/mobility/Apple_Mobility_US.py
@@ -0,0 +1,104 @@
+import os
+import urllib.request
+import json
+import pandas as pd
+from delphi.epidata.acquisition.mobility.database import database
+
+site_url = "https://covid19-static.cdn-apple.com"
+index_url = "https://covid19-static.cdn-apple.com/covid19-mobility-data/current/v3/index.json"
+directory = 'Apple_Mobility'
+
+
+def get_mobility_link():
+    """Get Apple Mobility data link
+    """
+
+    # get link
+    with urllib.request.urlopen(index_url) as url:
+        json_link = json.loads(url.read().decode())
+        base_path = json_link['basePath']
+        csv_path = json_link['regions']['en-us']['csvPath']
+        link = site_url + \
+               base_path + csv_path
+    return link
+
+
+def get_mobility_data():
+    """Download Apple Mobility data in CSV format
+    """
+    # create directory if it don't exist
+    if not os.path.exists(directory) and directory != '':
+        os.makedirs(directory)
+    else:
+        files = os.listdir(directory)
+        for file in files:
+            os.remove(directory + '/' + file)
+
+    urllib.request.urlretrieve(get_mobility_link(), os.path.join(directory, "apple_mobility_data_US.csv"))
+
+
+def build_report():
+    """Build cleaned mobility data
+    """
+    mobilityData = pd.read_csv(os.path.join(directory, "apple_mobility_data_US.csv"), low_memory=False)
+    mobilityData = mobilityData.drop(columns=['alternative_name'])
+    mobilityData['country'] = mobilityData.apply(
+        lambda x: x['region'] if x['geo_type'] == 'country/region' else x['country'],
+        axis=1)
+
+    mobilityData = mobilityData[mobilityData.country == "United States"].drop(columns=[
+        'country'])
+    mobilityData['sub-region'] = mobilityData['sub-region'].fillna(
+        mobilityData['region']).replace({"United States": "Total"})
+    mobilityData['region'] = mobilityData.apply(lambda x: x['region'] if (
+            x['geo_type'] == 'city' or x['geo_type'] == 'county') else 'Total', axis=1)
+    mobilityData = mobilityData.rename(
+        columns={
+            'sub-region': 'state',
+            'region': 'county_and_city'})
+
+    mobilityData = mobilityData.melt(
+        id_vars=[
+            'geo_type',
+            'state',
+            'county_and_city',
+            'transportation_type'],
+        var_name='date')
+    mobilityData['value'] = mobilityData['value'] - 100
+
+    mobilityData = mobilityData.pivot_table(
+        index=[
+            'geo_type',
+            'state',
+            'county_and_city',
+            'date'],
+        columns='transportation_type').reset_index()
+    mobilityData.columns = [t + (v if v != "value" else "")
+                            for v, t in mobilityData.columns]
+
+    mobilityData = mobilityData.loc[:, ['state', 'county_and_city', 'geo_type',
+                                        'date', 'driving', 'transit', 'walking']]
+    mobilityData = mobilityData.sort_values(
+        by=['state', 'county_and_city', 'geo_type', 'date']).reset_index(drop=True)
+    mobilityData.fillna(0, inplace=True)
+    return mobilityData
+
+
+def split_df(df, size):
+    """Split df and insert into database.
+    """
+    db = database.Database()
+    for i in range(0, df.shape[0], size):
+        start = i
+        end = min(i + size - 1, df.shape[0])
+        subset = df.iloc[start:end]
+        db.insert_apple_data(subset)
+
+
+if __name__ == '__main__':
+    # get data
+    get_mobility_data()
+    # build reports
+    mobilityData_US = build_report()
+    # insert into database
+    split_df(mobilityData_US, 10000)
diff --git a/src/acquisition/mobility/Google_Mobility_US.py b/src/acquisition/mobility/Google_Mobility_US.py
new file mode 100644
index 000000000..a67e8f03c
--- /dev/null
+++ b/src/acquisition/mobility/Google_Mobility_US.py
@@ -0,0 +1,70 @@
+import os
+import urllib.request
+import pandas as pd
+from delphi.epidata.acquisition.mobility.database import database
+
+url = "https://www.gstatic.com/covid19/mobility/Global_Mobility_Report.csv"
+directory = 'Google_Mobility'
+
+
+def get_mobility_data():
+    """Download Google Mobility data in CSV format
+    """
+    # create directory if it don't exist
+    if not os.path.exists(directory) and directory != '':
+        os.makedirs(directory)
+    else:
+        files = os.listdir(directory)
+        for file in files:
+            os.remove(directory + '/' + file)
+
+    urllib.request.urlretrieve(url, os.path.join(directory, "google_mobility_data_US.csv"))
+
+
+def build_report():
+    """Build cleaned Google report
+    """
+    mobilityData = pd.read_csv(os.path.join(directory, "google_mobility_data_US.csv"), low_memory=False)
+    mobilityData.columns = mobilityData.columns.str.replace(
+        r'_percent_change_from_baseline', '')
+    mobilityData.columns = mobilityData.columns.str.replace(r'_', ' ')
+    mobilityData = mobilityData.rename(columns={'country region': 'country'})
+    mobilityData = mobilityData[(mobilityData['country'] == "United States")]
+    mobilityData = mobilityData.rename(
+        columns={
+            'sub region 1': 'state',
+            'sub region 2': 'county'})
+    mobilityData = mobilityData.loc[:,
+                   ['state',
+                    'county',
+                    'date',
+                    'retail and recreation',
+                    'grocery and pharmacy',
+                    'parks',
+                    'transit stations',
+                    'workplaces',
+                    'residential']]
+    mobilityData['state'].fillna('Total', inplace=True)
+    mobilityData['county'].fillna('Total', inplace=True)
+    mobilityData.fillna(0, inplace=True)
+    return mobilityData
+
+
+def split_df(df, size):
+    """Split df and insert into database.
+    """
+    db = database.Database()
+    for i in range(0, df.shape[0], size):
+        start = i
+        end = min(i + size - 1, df.shape[0])
+        subset = df.iloc[start:end]
+        db.insert_google_data(subset)
+
+
+if __name__ == '__main__':
+    # get Google data
+    get_mobility_data()
+    # build reports
+    mobilityData_US = build_report()
+    # Insert into database
+    split_df(mobilityData_US, 100000)
diff --git a/src/acquisition/mobility/database.py b/src/acquisition/mobility/database.py
new file mode 100644
index 000000000..da678362a
--- /dev/null
+++ b/src/acquisition/mobility/database.py
@@ -0,0 +1,101 @@
+import sys
+import pymysql
+import delphi.operations.secrets as secrets
+
+
+class Database:
+    """Database connection class."""
+
+    def __init__(self):
+
+        user, password = secrets.db.epi
+        self.host = secrets.db.host,
+        self.username = user,
+        self.password = password,
+        self.port = '3306',
+        self.dbname = 'epidata',
+        self.conn = None
+
+    def open_connection(self):
+        """Connect to MySQL Database."""
+        try:
+            if self.conn is None:
+                self.conn = pymysql.connect(
+                    self.host,
+                    user=self.username,
+                    passwd=self.password,
+                    db=self.dbname,
+                    connect_timeout=10
+                )
+        except pymysql.MySQLError as e:
+            print(e)
+            sys.exit()
+
+    def insert_apple_data(self, data):
+        """Execute SQL query."""
+        try:
+            self.open_connection()
+            with self.conn.cursor() as cur:
+                cols = "`, `".join([str(i) for i in data.columns.tolist()])
+                # Insert DataFrame records.
+                for i, row in data.iterrows():
+                    sql = "INSERT INTO `Apple_Mobility_US` (`" + cols + "`) VALUES (" + "%s," * (
+                            len(row) - 1) + "%s) ON " \
+                                            "DUPLICATE KEY UPDATE " \
+                                            "`state` = %s," \
+                                            "`county_and_city` = %s," \
+                                            "`geo_type` = %s, `date` = " \
+                                            "%s, " \
+                                            "`driving` = %s, `transit` = " \
+                                            "%s, " \
+                                            "`walking` = %s "
+                    sql_data = (
+                    row['state'].lower(), row['county_and_city'].lower(), row['geo_type'].lower(), row['date'],
+                    row['driving'],
+                    row['transit'], row['walking'], row['state'].lower(), row['county_and_city'].lower(),
+                    row['geo_type'].lower(),
+                    row['date'], row['driving'], row['transit'], row['walking'])
+                    # print(sql_data)
+                    cur.execute(sql, sql_data)
+            self.conn.commit()
+            cur.close()
+        except pymysql.MySQLError as e:
+            print(e)
+            sys.exit()
+        finally:
+            if self.conn:
+                self.conn.close()
+                self.conn = None
+
+    def insert_google_data(self, data):
+        """Execute SQL query."""
+        try:
+            self.open_connection()
+            with self.conn.cursor() as cur:
+                cols = "`, `".join([str(i) for i in data.columns.tolist()])
+
+                # Insert DataFrame records one by one.
+                for i, row in data.iterrows():
+                    sql = "INSERT INTO `Google_Mobility_US` (`" + cols + "`) VALUES (" + "%s," * (
+                            len(row) - 1) + "%s) ON " \
+                                            "DUPLICATE KEY UPDATE " \
+                                            "`state` = %s," \
+                                            " `county` = %s," \
+                                            " `date` = %s"
+                    sql_data = (
+                        row['state'].lower(), row['county'].lower(), row['date'], row['retail and recreation'],
+                        row['grocery and pharmacy'],
+                        row['parks'], row['transit stations'], row['workplaces'], row['residential'],
+                        row['state'].lower(),
+                        row['county'].lower(), row['date'])
+                    # print(sql_data)
+                    cur.execute(sql, sql_data)
+                self.conn.commit()
+                cur.close()
+        except pymysql.MySQLError as e:
+            print(e)
+            sys.exit()
+        finally:
+            if self.conn:
+                self.conn.close()
+                self.conn = None

From 7d49d8c718a8e2bc76b4009dbc7a6bd66ad26f00 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 22:53:20 -0500
Subject: [PATCH 04/19] Create TestMobilityData.py

Adding COVID mobility test file
---
 tests/acquisition/mobility/TestMobilityData.py | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 tests/acquisition/mobility/TestMobilityData.py

diff --git a/tests/acquisition/mobility/TestMobilityData.py b/tests/acquisition/mobility/TestMobilityData.py
new file mode 100644
index 000000000..8b1378917
--- /dev/null
+++ b/tests/acquisition/mobility/TestMobilityData.py
@@ -0,0 +1 @@
+

From 8335c0f094ab14b73001b4516dd29286a018357f Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 22:53:58 -0500
Subject: [PATCH 05/19] Update TestMobilityData.py

---
 .../acquisition/mobility/TestMobilityData.py  | 77 +++++++++++++++++++
 1 file changed, 77 insertions(+)

diff --git a/tests/acquisition/mobility/TestMobilityData.py b/tests/acquisition/mobility/TestMobilityData.py
index 8b1378917..162528dc1 100644
--- a/tests/acquisition/mobility/TestMobilityData.py
+++ b/tests/acquisition/mobility/TestMobilityData.py
@@ -1 +1,78 @@
+from unittest import TestCase, mock
+import pymysql
+import delphi.operations.secrets as secrets
 
+
+def query(sql, sql_data):
+
+    user, password = secrets.db.epi
+    connection = pymysql.connect(host=secrets.db.host, user=user, password=password,
+                                 db='epidata', charset='utf8mb4',
+                                 cursorclass=pymysql.cursors.DictCursor)
+
+    try:
+        with connection.cursor() as cursor:
+            cursor.execute(sql, sql_data)
+            results = cursor.fetchall()
+
+    finally:
+        connection.close()
+
+    return results
+
+
+class TestMobilityData(TestCase):
+
+    @mock.patch('TestMobilityData.pymysql', autospec=True)
+    def test_apple_mobility_data(self, mock_pymysql):
+        mock_cursor = mock.MagicMock()
+        test_data = [{'state': 'dummy', 'county_and_city': 'boone county', 'geo_type': 'county', 'date': '2020-11-03',
+                      'driving': 57.129999999999995,
+                      'transit': 0.0, 'walking': 0.0}]
+
+        mock_cursor.fetchall.return_value = test_data
+        mock_pymysql.connect.return_value.cursor.return_value.__enter__.return_value = mock_cursor
+
+        sql_del = "DELETE FROM `Apple_Mobility_US` (`state`, `county_and_city`, `geo_type`, `date`, `driving`, " \
+                  "`transit`, `walking`) VALUES (%s,%s,%s,%s,%s,%s,%s) WHERE `state` = %s,`county_and_city` = %s," \
+                  "`geo_type` = %s, `date` = %s, `driving` = %s, `transit` = %s, `walking` = %s "
+        sql_del_data = "('dummy', 'boone county', 'county', '2020-11-03', 57.129999999999995, 0.0, 0.0, 'dummy', " \
+                       "'boone county', 'county', '2020-11-03', 57.129999999999995, 0.0, 0.0) "
+
+        query(sql_del, sql_del_data)
+
+        sql = "INSERT INTO `Apple_Mobility_US` (`state`, `county_and_city`, `geo_type`, `date`, `driving`, `transit`, " \
+              "`walking`) VALUES (%s,%s,%s,%s,%s,%s,%s) ON DUPLICATE KEY UPDATE `state` = %s,`county_and_city` = %s," \
+              "`geo_type` = %s, `date` = %s, `driving` = %s, `transit` = %s, `walking` = %s "
+        sql_data = "('dummy', 'boone county', 'county', '2020-11-03', 57.129999999999995, 0.0, 0.0, 'dummy', " \
+                   "'boone county', 'county', '2020-11-03', 57.129999999999995, 0.0, 0.0) "
+
+        self.assertEqual(test_data, query(sql, sql_data))
+
+    @mock.patch('TestMobilityData.pymysql', autospec=True)
+    def test_google_mobility_data(self, mock_pymysql):
+        mock_cursor = mock.MagicMock()
+        test_data = [{'state': 'dummy', 'county': 'san diego county', 'date': '2020-05-03',
+                      'retail and recreation': -53.0, 'grocery and pharmacy': -16.0, 'parks': -36.0,
+                      'transit stations': -59.0, 'workplaces': -35.0, 'residential': 13.0}]
+
+        mock_cursor.fetchall.return_value = test_data
+        mock_pymysql.connect.return_value.cursor.return_value.__enter__.return_value = mock_cursor
+
+        sql_del = " DELETE FROM `Google_Mobility_US`(`state`, `county`, `date`, `retail and recreation`, " \
+                  "`grocery and pharmacy`, `parks`, `transit stations`, `workplaces`, `residential`) " \
+                  "VALUES( % s, % s, % s, % s, % s, % s, % s, % s, % s) WHERE `state` = % s," \
+                  " `county` = % s, `date` = % s "
+        sql_del_data = "('dummy', 'san diego county', '2020-05-03', -53.0, -16.0, -36.0, -59.0, -35.0, 13.0," \
+                       " 'dummy', 'san diego county', '2020-05-03')"
+
+        query(sql_del, sql_del_data)
+
+        sql = " INSERT INTO `Google_Mobility_US`(`state`, `county`, `date`, `retail and recreation`, " \
+              "`grocery and pharmacy`, `parks`, `transit stations`, `workplaces`, `residential`) " \
+              "VALUES( % s, % s, % s, % s, % s, % s, % s, % s, % s) ON DUPLICATE KEY UPDATE `state` = % s," \
+              " `county` = % s, `date` = % s "
+        sql_data = "('dummy', 'san diego county', '2020-05-03', -53.0, -16.0, -36.0, -59.0, -35.0, 13.0," \
+                   " 'dummy', 'san diego county', '2020-05-03')"
+
+        self.assertEqual(test_data, query(sql, sql_data))

From 39afda2de3d46c67fb7e9a0e209a6434dd2803e5 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 23:05:54 -0500
Subject: [PATCH 06/19] Add files via upload

Adding COVID mobility data table creation script
---
 src/ddl/mobility.sql | 109 +++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 109 insertions(+)
 create mode 100644 src/ddl/mobility.sql

diff --git a/src/ddl/mobility.sql b/src/ddl/mobility.sql
new file mode 100644
index 000000000..9899634c4
--- /dev/null
+++ b/src/ddl/mobility.sql
@@ -0,0 +1,109 @@
+/*
+These tables store the mobility data collected during COVID
+- Data source:
+  https://covid19.apple.com/mobility
+  https://www.google.com/covid19/mobility/
+*/
+
+
+/*
+`Apple_Mobility_US` stores mobility data collected from Apple.
+
++----------------------+---------------+------+-----+---------+----------------+
+| Field                | Type          | Null | Key | Default | Extra          |
++----------------------+---------------+------+-----+---------+----------------+
+| id                   | int(14)       | NO   | PRI | NULL    | auto_increment |
+| state		       | varchar(50)   | NO   |     | NULL    |                |
+| county_and_city      | varchar(50)   | NO   |     | NULL    |                |
+| geo_type             | varchar(50)   | NO   |     | NULL    |                |
+| date                 | datetime      | NO   |     | NULL    |                |
+| driving              | double        | NO   |     | NULL    |                |
+| transit              | double        | NO   |     | NULL    |                |
+| walking              | double        | NO   |     | NULL    |                |
++----------------------+---------------+------+-----+---------+----------------+
+
+- `id`
+  unique identifier for each record
+- `state`
+  state mobility data collected
+- `county_and_city`
+  county and city mobility data collected
+- `geo type`
+  type of region
+- `date`
+  date of mobility data collection
+- `driving`
+  driving data
+- `transit`
+  transit data
+- `walking`
+  walking data
+*/
+
+CREATE TABLE `Apple_Mobility_US` (
+  `id` INT(14) NOT NULL AUTO_INCREMENT,
+  `state` VARCHAR(50) NOT NULL,
+  `county_and_city` VARCHAR(50) NOT NULL,
+  `geo_type` VARCHAR(50) NOT NULL,	
+  `date` DATETIME NOT NULL,
+  `driving` DOUBLE NOT NULL,
+  `transit` DOUBLE NOT NULL,
+  `walking` DOUBLE NOT NULL,  	
+  PRIMARY KEY (`id`),
+  UNIQUE KEY (`state`,`county_and_city`,`geo_type`,`date`)
+) ENGINE=InnoDB DEFAULT CHARSET=utf8;
+
+/*
+`Google_Mobility_US` stores mobility data collected from Google.
+
++----------------------+---------------+------+-----+---------+----------------+
+| Field                | Type          | Null | Key | Default | Extra          |
++----------------------+---------------+------+-----+---------+----------------+
+| id                   | int(14)       | NO   | PRI | NULL    | auto_increment |
+| state		       | varchar(50)   | NO   |     | NULL    |                |
+| county               | varchar(50)   | NO   |     | NULL    |                |
+| date                 | datetime      | NO   |     | NULL    |                |
+| retail and recreation| double        | NO   |     | NULL    |                |
+| grocery and pharmacy | double        | NO   |     | NULL    |                |
+| parks                | double        | NO   |     | NULL    |                |
+| transit stations     | double        | NO   |     | NULL    |                |
+| workplaces           | double        | NO   |     | NULL    |                |
+| residential          | double        | NO   |     | NULL    |                |
++----------------------+---------------+------+-----+---------+----------------+
+
+- `id`
+  unique identifier for each record
+- `state`
+  state mobility data collected
+- `county`
+  county mobility data collected
+- `date`
+  date of mobility data collection
+- `retail and recreation`
+  retail and recreation data
+- `grocery and pharmacy`
+  grocery and pharmacy data
+- `parks`
+  parks data
+- `transit stations`
+  transit stations data
+- `workplaces`
+  workplaces data
+- `residential`
+  residential data
+*/
+
+CREATE TABLE `Google_Mobility_US` (
+  `id` INT(14) NOT NULL AUTO_INCREMENT,
+  `state` VARCHAR(50) NOT NULL,
+  `county` VARCHAR(50) NOT NULL,	
+  `date` DATETIME NOT NULL,
+  `retail and recreation` DOUBLE NOT NULL,
+  `grocery and pharmacy` DOUBLE NOT NULL,
+  `parks` DOUBLE NOT NULL,
+  `transit stations` DOUBLE NOT NULL,
+  `workplaces` DOUBLE NOT NULL,
+  `residential` DOUBLE NOT NULL,    	  	
+  PRIMARY KEY (`id`),
+  UNIQUE KEY (`state`,`county`,`date`)
+) ENGINE=InnoDB DEFAULT CHARSET=utf8;

From ceacc847cc3414a6f9ee78da319f16844201d96d Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 23:15:32 -0500
Subject: [PATCH 07/19] Update api.php

Adding COVID mobility source
---
 src/server/api.php | 63 +++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 62 insertions(+), 1 deletion(-)

diff --git a/src/server/api.php b/src/server/api.php
index 4e6921f4d..ef410dc24 100644
--- a/src/server/api.php
+++ b/src/server/api.php
@@ -373,6 +373,50 @@ function get_gft($epiweeks, $locations) {
   return count($epidata) === 0 ? null : $epidata;
 }
 
+// queries the `Apple_Mobility_US` table
+//   $country (required): Mobility data country
+//   $state (required): Mobility data state
+//   $month (required): Mobility data month
+//   $year (required): Mobility data year
+function get_apple_mobility_data($country,$state,$month,$year) {
+  // basic query info
+  $applemobilitydata = array();
+  if($country === 'us'){	
+  $table = '`Apple_Mobility_US` am';
+  $fields = "am.`state`, am.`county_and_city`, am.`geo_type`, am.`date`, am.`driving`, am.`transit`, am.`walking`";	
+  // build the filter
+  $condition_state = filter_strings('am.`state`', $state);
+  $condition_month = filter_strings('month(`date`)', $month);
+  $condition_year = filter_strings('year(`date`)', $year);
+  $query = "SELECT {$fields} FROM {$table} WHERE ({$condition_state}) AND ({$condition_month}) AND ({$condition_year})";
+  // get the data from the database
+  execute_query($query, $applemobilitydata,array('state','county_and_city','geo_type','date'), null, array('driving','transit','walking'));
+  }
+  return count($applemobilitydata) === 0 ? null : $applemobilitydata;
+}
+
+// queries the `Google_Mobility_US` table
+//   $country (required): Mobility data country
+//   $state (required): Mobility data state
+//   $month (required): Mobility data month
+//   $year (required): Mobility data year
+function get_google_mobility_data($country,$state,$month,$year) {
+  // basic query info
+  $googlemobilitydata = array();
+  if($country === 'us'){
+  $table = '`Google_Mobility_US` gm';
+  $fields = "gm.`state`, gm.`county`, gm.`date`, gm.`retail and recreation`, gm.`grocery and pharmacy`, gm.`parks`, gm.`transit stations`, gm.`workplaces`, gm.`residential`";
+  // build the filter
+  $condition_state = filter_strings('gm.`state`', $state);
+  $condition_month = filter_strings('month(`date`)', $month);
+  $condition_year = filter_strings('year(`date`)', $year);
+  $query = "SELECT {$fields} FROM {$table} WHERE ({$condition_state}) AND ({$condition_month}) AND ({$condition_year})";
+  // get the data from the database
+  execute_query($query, $googlemobilitydata,array('state','county','date'), null, array('retail and recreation','grocery and pharmacy','parks','transit stations','workplaces','residential'));
+  }
+  return count($googlemobilitydata) === 0 ? null : $googlemobilitydata;
+}
+
 // queries the `ght` table
 //   $epiweeks (required): array of epiweek values/ranges
 //   $locations (required): array of location names
@@ -2028,7 +2072,24 @@ function meta_delphi() {
       $epidata = get_covid_hosp_facility_lookup($state, $ccn, $city, $zip, $fips_code);
       store_result($data, $epidata);
     }
-  } else {
+  } else if($source === 'mobility') {
+      if(require_all($data, array('type','country','state','month','year'))) {
+      // parse the request
+      $type = isset($_REQUEST['type']) ? strtolower($_REQUEST['type']) : null;
+      $country = isset($_REQUEST['country']) ? strtolower($_REQUEST['country']) : null;
+      $state = extract_values($_REQUEST['state'], 'str');
+      $month = extract_values($_REQUEST['month'], 'str');
+      $year = extract_values($_REQUEST['year'], 'str');	
+      $mobilitydata = null;  	
+      if($type === 'apple') {		
+      $mobilitydata = get_apple_mobility_data($country,$state,$month,$year);
+     }
+      else if($type === 'google'){
+      $mobilitydata = get_google_mobility_data($country,$state,$month,$year);	
+     }	
+      store_result($data, $mobilitydata);
+    }
+} else {
     $data['message'] = 'no data source specified';
   }
   // API analytics

From 4028ab20e8d77537a7ecee304528db2d7a75ddab Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 23:20:01 -0500
Subject: [PATCH 08/19] Update delphi_epidata.R

Add COVID Mobility API
---
 src/client/delphi_epidata.R | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/src/client/delphi_epidata.R b/src/client/delphi_epidata.R
index 3fac5175c..249120557 100644
--- a/src/client/delphi_epidata.R
+++ b/src/client/delphi_epidata.R
@@ -611,6 +611,28 @@ Epidata <- (function() {
     return(.request(params))
   }
 
+  # Fetch COVID mobility data
+  mobility <- function(type, country, state, month, year, issues) {
+    # Check parameters
+    if(missing(type) || missing(country) || missing(state) || missing(month) || missing(year)) {
+      stop('`type` , `country` , `state` , `month` , `year` are required')
+    }
+    # Set up request
+    params <- list(
+      source = 'mobility',
+      type = type,
+      country = country,
+      state = state,
+      month = month,
+      year = year
+    )
+    if(!missing(issues)) {
+      params$issues <- .list(issues)
+    }
+    # Make the API call
+    return(.request(params))
+  }
+    
   # Export the public methods
   return(list(
     range = range,

From e338ac711cbdecb22d5d481cdc8ced75e3d83003 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 23:22:57 -0500
Subject: [PATCH 09/19] Update delphi_epidata.coffee

Add COVID mobility API
---
 src/client/delphi_epidata.coffee | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/src/client/delphi_epidata.coffee b/src/client/delphi_epidata.coffee
index dd021a019..052e96d8e 100644
--- a/src/client/delphi_epidata.coffee
+++ b/src/client/delphi_epidata.coffee
@@ -465,5 +465,23 @@ class Epidata
     # Make the API call
     _request(callback, params)
 
+  # Fetch COVID mobility data
+  @mobility: (callback, type, country, state, month, year, issues) ->
+    # Check parameters
+    unless type? and country? and state? and month? and year
+      throw { msg: '`type` , `country` , `state` , `month` , `year` are required' }
+    # Set up request
+    params =
+      'source': 'mobility'
+      'type' : type
+      'country' : country
+      'state' : state
+      'month' : month
+      'year' : year
+    if issues?
+      params.issues = _list(issues)
+    # Make the API call
+    _request(callback, params)
+    
 # Export the API to the global environment
 (exports ? window).Epidata = Epidata

From 39af30e1fd3a13d6c0caeac0968584568031541f Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 23:28:20 -0500
Subject: [PATCH 10/19] Update delphi_epidata.js

Add COVID mobility API
---
 src/client/delphi_epidata.js | 26 +++++++++++++++++++++++++-
 1 file changed, 25 insertions(+), 1 deletion(-)

diff --git a/src/client/delphi_epidata.js b/src/client/delphi_epidata.js
index db8f63cc8..92f457adf 100644
--- a/src/client/delphi_epidata.js
+++ b/src/client/delphi_epidata.js
@@ -611,6 +611,30 @@ function _createClass(Constructor, protoProps, staticProps) { if (protoProps) _d
           });
         } // Fetch COVID hospitalization data
 
+      }, {
+        key: "mobility",
+        value: function mobility(callback, type, country, state, month, year) {
+          var params; // Check parameters
+
+          if (!(type != null && country != null && state != null && month != null && year != null)) {
+            throw {
+              msg: '`type` , `country` , `state` , `month` , `year` are required'
+            };
+          } // Set up request
+
+
+          params = {
+            'source': 'mobility',
+            'type' : type,
+            'country' : country,
+            'state' : state,
+            'month' : month,
+            'year' : year
+          }; // Make the API call
+
+          return _request(callback, params);
+        } // Fetch API metadata
+
       }, {
         key: "covid_hosp",
         value: function covid_hosp(callback, states, dates, issues) {
@@ -797,4 +821,4 @@ function _createClass(Constructor, protoProps, staticProps) { if (protoProps) _d
 
 
   (typeof exports !== "undefined" && exports !== null ? exports : window).Epidata = Epidata;
-}).call(void 0);
\ No newline at end of file
+}).call(void 0);

From 614b07f8f10a56881b00fd81468e323d5e536a8f Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 3 Jan 2021 23:34:18 -0500
Subject: [PATCH 11/19] Update delphi_epidata.py

Add COVID mobility API
---
 src/client/delphi_epidata.py | 21 +++++++++++++++++++++
 1 file changed, 21 insertions(+)

diff --git a/src/client/delphi_epidata.py b/src/client/delphi_epidata.py
index eea2ce254..6e120eed0 100644
--- a/src/client/delphi_epidata.py
+++ b/src/client/delphi_epidata.py
@@ -665,3 +665,24 @@ def covid_hosp_facility_lookup(
       raise Exception('one of `state`, `ccn`, `city`, `zip`, or `fips_code` is required')
     # Make the API call
     return Epidata._request(params)
+   
+    # Fetch COVID mobility data
+    @staticmethod
+    def mobility(type, country, state, month, year, issues=None):
+      """Fetch COVID mobility data."""
+      # Check parameters
+      if type is None or country is None or state is None or month is None or year is None:
+        raise Exception('`type` , `country` , `state` , `month` , `year` are required')
+      # Set up request
+      params = {
+        'source': 'mobility',
+        'type': type,
+        'country': country,
+        'state': state,
+        'month': month,
+        'year': year,
+      }
+      if issues is not None:
+        params['issues'] = Epidata._list(issues)
+      # Make the API call
+      return Epidata._request(params)

From 5c62298de4a046d6b9d309df9ad313dd2e265caf Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 10 Jan 2021 19:10:04 -0500
Subject: [PATCH 12/19] Update mobility.sql

Added fips code to Google and Apple mobility table
---
 src/ddl/mobility.sql | 31 ++++++++++++++++++-------------
 1 file changed, 18 insertions(+), 13 deletions(-)

diff --git a/src/ddl/mobility.sql b/src/ddl/mobility.sql
index 9899634c4..0bd3b4924 100644
--- a/src/ddl/mobility.sql
+++ b/src/ddl/mobility.sql
@@ -13,23 +13,21 @@ These tables store the mobility data collected during COVID
 | Field                | Type          | Null | Key | Default | Extra          |
 +----------------------+---------------+------+-----+---------+----------------+
 | id                   | int(14)       | NO   | PRI | NULL    | auto_increment |
-| state		       | varchar(50)   | NO   |     | NULL    |                |
-| county_and_city      | varchar(50)   | NO   |     | NULL    |                |
-| geo_type             | varchar(50)   | NO   |     | NULL    |                |
+| state		             | varchar(50)   | NO   |     | NULL    |                |
+| county               | varchar(50)   | NO   |     | NULL    |                |
 | date                 | datetime      | NO   |     | NULL    |                |
 | driving              | double        | NO   |     | NULL    |                |
 | transit              | double        | NO   |     | NULL    |                |
 | walking              | double        | NO   |     | NULL    |                |
+| fips code            | varchar(10)   | NO   |     | NULL    |                |
 +----------------------+---------------+------+-----+---------+----------------+
 
 - `id`
   unique identifier for each record
 - `state`
   state mobility data collected
-- `county_and_city`
-  county and city mobility data collected
-- `geo type`
-  type of region
+- `county`
+  county mobility data collected
 - `date`
   date of mobility data collection
 - `driving`
@@ -38,19 +36,21 @@ These tables store the mobility data collected during COVID
   transit data
 - `walking`
   walking data
+- `fips code`
+  fips code of county
 */
 
 CREATE TABLE `Apple_Mobility_US` (
   `id` INT(14) NOT NULL AUTO_INCREMENT,
   `state` VARCHAR(50) NOT NULL,
-  `county_and_city` VARCHAR(50) NOT NULL,
-  `geo_type` VARCHAR(50) NOT NULL,	
+  `county` VARCHAR(50) NOT NULL,	
   `date` DATETIME NOT NULL,
   `driving` DOUBLE NOT NULL,
   `transit` DOUBLE NOT NULL,
-  `walking` DOUBLE NOT NULL,  	
+  `walking` DOUBLE NOT NULL,  
+  `fips code` VARCHAR(10) NOT NULL,	
   PRIMARY KEY (`id`),
-  UNIQUE KEY (`state`,`county_and_city`,`geo_type`,`date`)
+  UNIQUE KEY (`state`,`county`,`date`)
 ) ENGINE=InnoDB DEFAULT CHARSET=utf8;
 
 /*
@@ -60,8 +60,9 @@ CREATE TABLE `Apple_Mobility_US` (
 | Field                | Type          | Null | Key | Default | Extra          |
 +----------------------+---------------+------+-----+---------+----------------+
 | id                   | int(14)       | NO   | PRI | NULL    | auto_increment |
-| state		       | varchar(50)   | NO   |     | NULL    |                |
+| state		             | varchar(50)   | NO   |     | NULL    |                |
 | county               | varchar(50)   | NO   |     | NULL    |                |
+| fips code            | varchar(10)   | NO   |     | NULL    |                |
 | date                 | datetime      | NO   |     | NULL    |                |
 | retail and recreation| double        | NO   |     | NULL    |                |
 | grocery and pharmacy | double        | NO   |     | NULL    |                |
@@ -77,6 +78,8 @@ CREATE TABLE `Apple_Mobility_US` (
   state mobility data collected
 - `county`
   county mobility data collected
+- `fips code`
+  fips code of county
 - `date`
   date of mobility data collection
 - `retail and recreation`
@@ -93,10 +96,12 @@ CREATE TABLE `Apple_Mobility_US` (
   residential data
 */
 
+
 CREATE TABLE `Google_Mobility_US` (
   `id` INT(14) NOT NULL AUTO_INCREMENT,
   `state` VARCHAR(50) NOT NULL,
-  `county` VARCHAR(50) NOT NULL,	
+  `county` VARCHAR(50) NOT NULL,
+  `fips code` VARCHAR(10) NOT NULL,	
   `date` DATETIME NOT NULL,
   `retail and recreation` DOUBLE NOT NULL,
   `grocery and pharmacy` DOUBLE NOT NULL,

From 8e21b58bb5c5a371231f26828ff29788adf633c1 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 10 Jan 2021 19:13:11 -0500
Subject: [PATCH 13/19] Update database.py

Added fips code to Apple and Google mobility data
---
 src/acquisition/mobility/database.py | 36 +++++++++++-----------------
 1 file changed, 14 insertions(+), 22 deletions(-)

diff --git a/src/acquisition/mobility/database.py b/src/acquisition/mobility/database.py
index da678362a..52a47f828 100644
--- a/src/acquisition/mobility/database.py
+++ b/src/acquisition/mobility/database.py
@@ -30,7 +30,7 @@ def open_connection(self):
         except pymysql.MySQLError as e:
             print(e)
             sys.exit()
-
+   
     def insert_apple_data(self, data):
         """Execute SQL query."""
         try:
@@ -43,19 +43,12 @@ def insert_apple_data(self, data):
                             len(row) - 1) + "%s) ON " \
                                             "DUPLICATE KEY UPDATE " \
                                             "`state` = %s," \
-                                            "`county_and_city` = %s," \
-                                            "`geo_type` = %s, `date` = " \
-                                            "%s, " \
-                                            "`driving` = %s, `transit` = " \
-                                            "%s, " \
-                                            "`walking` = %s "
-                    sql_data = (
-                    row['state'].lower(), row['county_and_city'].lower(), row['geo_type'].lower(), row['date'],
-                    row['driving'],
-                    row['transit'], row['walking'], row['state'].lower(), row['county_and_city'].lower(),
-                    row['geo_type'].lower(),
-                    row['date'], row['driving'], row['transit'], row['walking'])
-                    # print(sql_data)
+                                            "`county` = %s," \
+                                            "`date` = %s"
+                    sql_data = (row['state'].lower(), row['county'].lower(),
+                                row['date'], row['driving'], row['transit'],
+                                row['walking'], row['fips code'], row['state'].lower(),
+                                row['county'].lower(), row['date'])
                     cur.execute(sql, sql_data)
             self.conn.commit()
             cur.close()
@@ -76,19 +69,18 @@ def insert_google_data(self, data):
 
                 # Insert DataFrame records one by one.
                 for i, row in data.iterrows():
-                    sql = "INSERT INTO `Google_Mobility_US` (`" + cols + "`) VALUES (" + "%s," * (
-                            len(row) - 1) + "%s) ON " \
-                                            "DUPLICATE KEY UPDATE " \
-                                            "`state` = %s," \
-                                            " `county` = %s," \
-                                            " `date` = %s"
+                    sql = "INSERT INTO `Google_Mobility_US` (`" + cols + "`) VALUES ( " + "%s, %s, %s, %s, %s, %s, " \
+                                                                                          "%s, %s, %s, %s ) ON DUPLICATE KEY UPDATE " \
+                                                                                          "`state` = %s," \
+                                                                                          " `county` = %s," \
+                                                                                          " `date` = %s"
                     sql_data = (
-                        row['state'].lower(), row['county'].lower(), row['date'], row['retail and recreation'],
+                        row['state'].lower(), row['county'].lower(), row['fips code'], row['date'],
+                        row['retail and recreation'],
                         row['grocery and pharmacy'],
                         row['parks'], row['transit stations'], row['workplaces'], row['residential'],
                         row['state'].lower(),
                         row['county'].lower(), row['date'])
-                    # print(sql_data)
                     cur.execute(sql, sql_data)
                 self.conn.commit()
                 cur.close()

From 1c522e3552e3db76a190f07cf453adef656da193 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 10 Jan 2021 19:17:16 -0500
Subject: [PATCH 14/19] Update Apple_Mobility_US.py

Added fips code to Apple mobility data
---
 src/acquisition/mobility/Apple_Mobility_US.py | 30 ++++++++++++++-----
 1 file changed, 23 insertions(+), 7 deletions(-)

diff --git a/src/acquisition/mobility/Apple_Mobility_US.py b/src/acquisition/mobility/Apple_Mobility_US.py
index ca97facb6..c1177bc91 100644
--- a/src/acquisition/mobility/Apple_Mobility_US.py
+++ b/src/acquisition/mobility/Apple_Mobility_US.py
@@ -26,7 +26,7 @@ def get_mobility_link():
 def get_mobility_data():
     """Download Apple Mobility data in CSV format
     """
-    # create directory if it don't exist
+    # create directory if it doesn't exist
     if not os.path.exists(directory) and directory != '':
         os.makedirs(directory)
     else:
@@ -55,13 +55,13 @@ def build_report():
     mobilityData = mobilityData.rename(
         columns={
             'sub-region': 'state',
-            'region': 'county_and_city'})
+            'region': 'county'})
 
     mobilityData = mobilityData.melt(
         id_vars=[
             'geo_type',
             'state',
-            'county_and_city',
+            'county',
             'transportation_type'],
         var_name='date')
     mobilityData['value'] = mobilityData['value'] - 100
@@ -70,18 +70,33 @@ def build_report():
         index=[
             'geo_type',
             'state',
-            'county_and_city',
+            'county',
             'date'],
         columns='transportation_type').reset_index()
     mobilityData.columns = [t + (v if v != "value" else "")
                             for v, t in mobilityData.columns]
 
-    mobilityData = mobilityData.loc[:, ['state', 'county_and_city', 'geo_type',
+    mobilityData = mobilityData.loc[:, ['state', 'county', 'geo_type',
                                         'date', 'driving', 'transit', 'walking']]
     mobilityData = mobilityData.sort_values(
-        by=['state', 'county_and_city', 'geo_type', 'date']).reset_index(drop=True)
+        by=['state', 'county', 'geo_type', 'date']).reset_index(drop=True)
+    mobilityData = mobilityData[(mobilityData['geo_type'] == "county")]
     mobilityData.fillna(0, inplace=True)
-    return mobilityData
+
+    fipsData = pd.read_csv("data/county_fipscode.csv")
+    fipsData['f_county_country'] = fipsData['county name'].astype(str) + ',' + fipsData['state name'].astype(str)
+    mobilityData['m_county_country'] = mobilityData['county'].astype(str) + ',' + mobilityData['state'].astype(
+        str)
+
+    mergeData = pd.merge(mobilityData, fipsData, left_on=['m_county_country'],
+                         right_on=['f_county_country'],
+                         how='left', sort=False)
+
+    mergeData = mergeData.drop(columns=['m_county_country', 'state name', 'county name', 'f_county_country', 'geo_type'])
+    mergeData['fips code'] = mergeData['fips code'].astype(str).replace('\.0', '', regex=True)
+    mergeData['fips code'] = mergeData['fips code'].str.rjust(5, '0')
+    mergeData.fillna(0, inplace=True)
+    return mergeData
 
 
 def split_df(df, size):
@@ -96,6 +111,7 @@ def split_df(df, size):
 
 
 if __name__ == '__main__':
+
     # get data
     get_mobility_data()
     # build reports

From bfc0ba3ab23dc1bc42da29ce974b7fd20e4e4198 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 10 Jan 2021 19:18:41 -0500
Subject: [PATCH 15/19] Create county_fipscode.csv

fips code value for each county
---
 src/acquisition/mobility/data/county_fipscode.csv | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 src/acquisition/mobility/data/county_fipscode.csv

diff --git a/src/acquisition/mobility/data/county_fipscode.csv b/src/acquisition/mobility/data/county_fipscode.csv
new file mode 100644
index 000000000..8b1378917
--- /dev/null
+++ b/src/acquisition/mobility/data/county_fipscode.csv
@@ -0,0 +1 @@
+

From f5b666dde4ccc477a5e3ace5aa625abbc85955be Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 10 Jan 2021 19:19:58 -0500
Subject: [PATCH 16/19] Update county_fipscode.csv

fips code value for each county
---
 .../mobility/data/county_fipscode.csv         | 3236 ++++++++++++++++-
 1 file changed, 3235 insertions(+), 1 deletion(-)

diff --git a/src/acquisition/mobility/data/county_fipscode.csv b/src/acquisition/mobility/data/county_fipscode.csv
index 8b1378917..289af14ff 100644
--- a/src/acquisition/mobility/data/county_fipscode.csv
+++ b/src/acquisition/mobility/data/county_fipscode.csv
@@ -1 +1,3235 @@
-
+state name,county name,fips code
+Alabama,Autauga County,01001
+Alabama,Baldwin County,01003
+Alabama,Barbour County,01005
+Alabama,Bibb County,01007
+Alabama,Blount County,01009
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+Illinois,St. Clair County,17163
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+Illinois,Sangamon County,17167
+Illinois,Schuyler County,17169
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+Illinois,Shelby County,17173
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+Illinois,Warren County,17187
+Illinois,Washington County,17189
+Illinois,Wayne County,17191
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+Illinois,Whiteside County,17195
+Illinois,Will County,17197
+Illinois,Williamson County,17199
+Illinois,Winnebago County,17201
+Illinois,Woodford County,17203
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+Indiana,Allen County,18003
+Indiana,Bartholomew County,18005
+Indiana,Benton County,18007
+Indiana,Blackford County,18009
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+Indiana,Clinton County,18023
+Indiana,Crawford County,18025
+Indiana,Daviess County,18027
+Indiana,Dearborn County,18029
+Indiana,Decatur County,18031
+Indiana,DeKalb County,18033
+Indiana,Delaware County,18035
+Indiana,Dubois County,18037
+Indiana,Elkhart County,18039
+Indiana,Fayette County,18041
+Indiana,Floyd County,18043
+Indiana,Fountain County,18045
+Indiana,Franklin County,18047
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+Indiana,Gibson County,18051
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+Indiana,Harrison County,18061
+Indiana,Hendricks County,18063
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+Indiana,Huntington County,18069
+Indiana,Jackson County,18071
+Indiana,Jasper County,18073
+Indiana,Jay County,18075
+Indiana,Jefferson County,18077
+Indiana,Jennings County,18079
+Indiana,Johnson County,18081
+Indiana,Knox County,18083
+Indiana,Kosciusko County,18085
+Indiana,LaGrange County,18087
+Indiana,Lake County,18089
+Indiana,LaPorte County,18091
+Indiana,Lawrence County,18093
+Indiana,Madison County,18095
+Indiana,Marion County,18097
+Indiana,Marshall County,18099
+Indiana,Martin County,18101
+Indiana,Miami County,18103
+Indiana,Monroe County,18105
+Indiana,Montgomery County,18107
+Indiana,Morgan County,18109
+Indiana,Newton County,18111
+Indiana,Noble County,18113
+Indiana,Ohio County,18115
+Indiana,Orange County,18117
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+Indiana,Parke County,18121
+Indiana,Perry County,18123
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+Indiana,Porter County,18127
+Indiana,Posey County,18129
+Indiana,Pulaski County,18131
+Indiana,Putnam County,18133
+Indiana,Randolph County,18135
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+Indiana,Rush County,18139
+Indiana,St. Joseph County,18141
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+Indiana,Shelby County,18145
+Indiana,Spencer County,18147
+Indiana,Starke County,18149
+Indiana,Steuben County,18151
+Indiana,Sullivan County,18153
+Indiana,Switzerland County,18155
+Indiana,Tippecanoe County,18157
+Indiana,Tipton County,18159
+Indiana,Union County,18161
+Indiana,Vanderburgh County,18163
+Indiana,Vermillion County,18165
+Indiana,Vigo County,18167
+Indiana,Wabash County,18169
+Indiana,Warren County,18171
+Indiana,Warrick County,18173
+Indiana,Washington County,18175
+Indiana,Wayne County,18177
+Indiana,Wells County,18179
+Indiana,White County,18181
+Indiana,Whitley County,18183
+Iowa,Adair County,19001
+Iowa,Adams County,19003
+Iowa,Allamakee County,19005
+Iowa,Appanoose County,19007
+Iowa,Audubon County,19009
+Iowa,Benton County,19011
+Iowa,Black Hawk County,19013
+Iowa,Boone County,19015
+Iowa,Bremer County,19017
+Iowa,Buchanan County,19019
+Iowa,Buena Vista County,19021
+Iowa,Butler County,19023
+Iowa,Calhoun County,19025
+Iowa,Carroll County,19027
+Iowa,Cass County,19029
+Iowa,Cedar County,19031
+Iowa,Cerro Gordo County,19033
+Iowa,Cherokee County,19035
+Iowa,Chickasaw County,19037
+Iowa,Clarke County,19039
+Iowa,Clay County,19041
+Iowa,Clayton County,19043
+Iowa,Clinton County,19045
+Iowa,Crawford County,19047
+Iowa,Dallas County,19049
+Iowa,Davis County,19051
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+Iowa,Delaware County,19055
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+Iowa,Dubuque County,19061
+Iowa,Emmet County,19063
+Iowa,Fayette County,19065
+Iowa,Floyd County,19067
+Iowa,Franklin County,19069
+Iowa,Fremont County,19071
+Iowa,Greene County,19073
+Iowa,Grundy County,19075
+Iowa,Guthrie County,19077
+Iowa,Hamilton County,19079
+Iowa,Hancock County,19081
+Iowa,Hardin County,19083
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+Iowa,Henry County,19087
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+Iowa,Jackson County,19097
+Iowa,Jasper County,19099
+Iowa,Jefferson County,19101
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+Iowa,Keokuk County,19107
+Iowa,Kossuth County,19109
+Iowa,Lee County,19111
+Iowa,Linn County,19113
+Iowa,Louisa County,19115
+Iowa,Lucas County,19117
+Iowa,Lyon County,19119
+Iowa,Madison County,19121
+Iowa,Mahaska County,19123
+Iowa,Marion County,19125
+Iowa,Marshall County,19127
+Iowa,Mills County,19129
+Iowa,Mitchell County,19131
+Iowa,Monona County,19133
+Iowa,Monroe County,19135
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+Iowa,O'Brien County,19141
+Iowa,Osceola County,19143
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+Iowa,Pocahontas County,19151
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+Iowa,Pottawattamie County,19155
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+Iowa,Scott County,19163
+Iowa,Shelby County,19165
+Iowa,Sioux County,19167
+Iowa,Story County,19169
+Iowa,Tama County,19171
+Iowa,Taylor County,19173
+Iowa,Union County,19175
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+Iowa,Wapello County,19179
+Iowa,Warren County,19181
+Iowa,Washington County,19183
+Iowa,Wayne County,19185
+Iowa,Webster County,19187
+Iowa,Winnebago County,19189
+Iowa,Winneshiek County,19191
+Iowa,Woodbury County,19193
+Iowa,Worth County,19195
+Iowa,Wright County,19197
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+Kansas,Atchison County,20005
+Kansas,Barber County,20007
+Kansas,Barton County,20009
+Kansas,Bourbon County,20011
+Kansas,Brown County,20013
+Kansas,Butler County,20015
+Kansas,Chase County,20017
+Kansas,Chautauqua County,20019
+Kansas,Cherokee County,20021
+Kansas,Cheyenne County,20023
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+Kansas,Coffey County,20031
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+Kansas,Doniphan County,20043
+Kansas,Douglas County,20045
+Kansas,Edwards County,20047
+Kansas,Elk County,20049
+Kansas,Ellis County,20051
+Kansas,Ellsworth County,20053
+Kansas,Finney County,20055
+Kansas,Ford County,20057
+Kansas,Franklin County,20059
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+Kansas,Gove County,20063
+Kansas,Graham County,20065
+Kansas,Grant County,20067
+Kansas,Gray County,20069
+Kansas,Greeley County,20071
+Kansas,Greenwood County,20073
+Kansas,Hamilton County,20075
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+Kansas,Harvey County,20079
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+Kansas,Hodgeman County,20083
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+Kansas,Kingman County,20095
+Kansas,Kiowa County,20097
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+Kansas,Leavenworth County,20103
+Kansas,Lincoln County,20105
+Kansas,Linn County,20107
+Kansas,Logan County,20109
+Kansas,Lyon County,20111
+Kansas,McPherson County,20113
+Kansas,Marion County,20115
+Kansas,Marshall County,20117
+Kansas,Meade County,20119
+Kansas,Miami County,20121
+Kansas,Mitchell County,20123
+Kansas,Montgomery County,20125
+Kansas,Morris County,20127
+Kansas,Morton County,20129
+Kansas,Nemaha County,20131
+Kansas,Neosho County,20133
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+Kansas,Norton County,20137
+Kansas,Osage County,20139
+Kansas,Osborne County,20141
+Kansas,Ottawa County,20143
+Kansas,Pawnee County,20145
+Kansas,Phillips County,20147
+Kansas,Pottawatomie County,20149
+Kansas,Pratt County,20151
+Kansas,Rawlins County,20153
+Kansas,Reno County,20155
+Kansas,Republic County,20157
+Kansas,Rice County,20159
+Kansas,Riley County,20161
+Kansas,Rooks County,20163
+Kansas,Rush County,20165
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+Kansas,Saline County,20169
+Kansas,Scott County,20171
+Kansas,Sedgwick County,20173
+Kansas,Seward County,20175
+Kansas,Shawnee County,20177
+Kansas,Sheridan County,20179
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+Kansas,Smith County,20183
+Kansas,Stafford County,20185
+Kansas,Stanton County,20187
+Kansas,Stevens County,20189
+Kansas,Sumner County,20191
+Kansas,Thomas County,20193
+Kansas,Trego County,20195
+Kansas,Wabaunsee County,20197
+Kansas,Wallace County,20199
+Kansas,Washington County,20201
+Kansas,Wichita County,20203
+Kansas,Wilson County,20205
+Kansas,Woodson County,20207
+Kansas,Wyandotte County,20209
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+Kentucky,Anderson County,21005
+Kentucky,Ballard County,21007
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+Kentucky,Boyd County,21019
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+Kentucky,Bracken County,21023
+Kentucky,Breathitt County,21025
+Kentucky,Breckinridge County,21027
+Kentucky,Bullitt County,21029
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+Kentucky,Caldwell County,21033
+Kentucky,Calloway County,21035
+Kentucky,Campbell County,21037
+Kentucky,Carlisle County,21039
+Kentucky,Carroll County,21041
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+Kentucky,Cumberland County,21057
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+Kentucky,Edmonson County,21061
+Kentucky,Elliott County,21063
+Kentucky,Estill County,21065
+Kentucky,Fayette County,21067
+Kentucky,Fleming County,21069
+Kentucky,Floyd County,21071
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+Kentucky,Fulton County,21075
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+Kentucky,Harlan County,21095
+Kentucky,Harrison County,21097
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+Kentucky,Henderson County,21101
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+Kentucky,Lincoln County,21137
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+Kentucky,Lyon County,21143
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+Kentucky,McLean County,21149
+Kentucky,Madison County,21151
+Kentucky,Magoffin County,21153
+Kentucky,Marion County,21155
+Kentucky,Marshall County,21157
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+Kentucky,Mason County,21161
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+Kentucky,Metcalfe County,21169
+Kentucky,Monroe County,21171
+Kentucky,Montgomery County,21173
+Kentucky,Morgan County,21175
+Kentucky,Muhlenberg County,21177
+Kentucky,Nelson County,21179
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+Kentucky,Oldham County,21185
+Kentucky,Owen County,21187
+Kentucky,Owsley County,21189
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+Kentucky,Pulaski County,21199
+Kentucky,Robertson County,21201
+Kentucky,Rockcastle County,21203
+Kentucky,Rowan County,21205
+Kentucky,Russell County,21207
+Kentucky,Scott County,21209
+Kentucky,Shelby County,21211
+Kentucky,Simpson County,21213
+Kentucky,Spencer County,21215
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+Kentucky,Todd County,21219
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+Kentucky,Trimble County,21223
+Kentucky,Union County,21225
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+Kentucky,Wayne County,21231
+Kentucky,Webster County,21233
+Kentucky,Whitley County,21235
+Kentucky,Wolfe County,21237
+Kentucky,Woodford County,21239
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+Louisiana,East Baton Rouge Parish,22033
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+Louisiana,Natchitoches Parish,22069
+Louisiana,Orleans Parish,22071
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+Louisiana,Plaquemines Parish,22075
+Louisiana,Pointe Coupee Parish,22077
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+Louisiana,St. James Parish,22093
+Louisiana,St. John the Baptist Parish,22095
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+Louisiana,West Baton Rouge Parish,22121
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+Louisiana,West Feliciana Parish,22125
+Louisiana,Winn Parish,22127
+Maine,Androscoggin County,23001
+Maine,Aroostook County,23003
+Maine,Cumberland County,23005
+Maine,Franklin County,23007
+Maine,Hancock County,23009
+Maine,Kennebec County,23011
+Maine,Knox County,23013
+Maine,Lincoln County,23015
+Maine,Oxford County,23017
+Maine,Penobscot County,23019
+Maine,Piscataquis County,23021
+Maine,Sagadahoc County,23023
+Maine,Somerset County,23025
+Maine,Waldo County,23027
+Maine,Washington County,23029
+Maine,York County,23031
+Maryland,Allegany County,24001
+Maryland,Anne Arundel County,24003
+Maryland,Baltimore County,24005
+Maryland,Calvert County,24009
+Maryland,Caroline County,24011
+Maryland,Carroll County,24013
+Maryland,Cecil County,24015
+Maryland,Charles County,24017
+Maryland,Dorchester County,24019
+Maryland,Frederick County,24021
+Maryland,Garrett County,24023
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+Maryland,Howard County,24027
+Maryland,Kent County,24029
+Maryland,Montgomery County,24031
+Maryland,Prince George's County,24033
+Maryland,Queen Anne's County,24035
+Maryland,St. Mary's County,24037
+Maryland,Somerset County,24039
+Maryland,Talbot County,24041
+Maryland,Washington County,24043
+Maryland,Wicomico County,24045
+Maryland,Worcester County,24047
+Maryland,Baltimore city,24510
+Massachusetts,Barnstable County,25001
+Massachusetts,Berkshire County,25003
+Massachusetts,Bristol County,25005
+Massachusetts,Dukes County,25007
+Massachusetts,Essex County,25009
+Massachusetts,Franklin County,25011
+Massachusetts,Hampden County,25013
+Massachusetts,Hampshire County,25015
+Massachusetts,Middlesex County,25017
+Massachusetts,Nantucket County,25019
+Massachusetts,Norfolk County,25021
+Massachusetts,Plymouth County,25023
+Massachusetts,Suffolk County,25025
+Massachusetts,Worcester County,25027
+Michigan,Alcona County,26001
+Michigan,Alger County,26003
+Michigan,Allegan County,26005
+Michigan,Alpena County,26007
+Michigan,Antrim County,26009
+Michigan,Arenac County,26011
+Michigan,Baraga County,26013
+Michigan,Barry County,26015
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+Michigan,Benzie County,26019
+Michigan,Berrien County,26021
+Michigan,Branch County,26023
+Michigan,Calhoun County,26025
+Michigan,Cass County,26027
+Michigan,Charlevoix County,26029
+Michigan,Cheboygan County,26031
+Michigan,Chippewa County,26033
+Michigan,Clare County,26035
+Michigan,Clinton County,26037
+Michigan,Crawford County,26039
+Michigan,Delta County,26041
+Michigan,Dickinson County,26043
+Michigan,Eaton County,26045
+Michigan,Emmet County,26047
+Michigan,Genesee County,26049
+Michigan,Gladwin County,26051
+Michigan,Gogebic County,26053
+Michigan,Grand Traverse County,26055
+Michigan,Gratiot County,26057
+Michigan,Hillsdale County,26059
+Michigan,Houghton County,26061
+Michigan,Huron County,26063
+Michigan,Ingham County,26065
+Michigan,Ionia County,26067
+Michigan,Iosco County,26069
+Michigan,Iron County,26071
+Michigan,Isabella County,26073
+Michigan,Jackson County,26075
+Michigan,Kalamazoo County,26077
+Michigan,Kalkaska County,26079
+Michigan,Kent County,26081
+Michigan,Keweenaw County,26083
+Michigan,Lake County,26085
+Michigan,Lapeer County,26087
+Michigan,Leelanau County,26089
+Michigan,Lenawee County,26091
+Michigan,Livingston County,26093
+Michigan,Luce County,26095
+Michigan,Mackinac County,26097
+Michigan,Macomb County,26099
+Michigan,Manistee County,26101
+Michigan,Marquette County,26103
+Michigan,Mason County,26105
+Michigan,Mecosta County,26107
+Michigan,Menominee County,26109
+Michigan,Midland County,26111
+Michigan,Missaukee County,26113
+Michigan,Monroe County,26115
+Michigan,Montcalm County,26117
+Michigan,Montmorency County,26119
+Michigan,Muskegon County,26121
+Michigan,Newaygo County,26123
+Michigan,Oakland County,26125
+Michigan,Oceana County,26127
+Michigan,Ogemaw County,26129
+Michigan,Ontonagon County,26131
+Michigan,Osceola County,26133
+Michigan,Oscoda County,26135
+Michigan,Otsego County,26137
+Michigan,Ottawa County,26139
+Michigan,Presque Isle County,26141
+Michigan,Roscommon County,26143
+Michigan,Saginaw County,26145
+Michigan,St. Clair County,26147
+Michigan,St. Joseph County,26149
+Michigan,Sanilac County,26151
+Michigan,Schoolcraft County,26153
+Michigan,Shiawassee County,26155
+Michigan,Tuscola County,26157
+Michigan,Van Buren County,26159
+Michigan,Washtenaw County,26161
+Michigan,Wayne County,26163
+Michigan,Wexford County,26165
+Minnesota,Aitkin County,27001
+Minnesota,Anoka County,27003
+Minnesota,Becker County,27005
+Minnesota,Beltrami County,27007
+Minnesota,Benton County,27009
+Minnesota,Big Stone County,27011
+Minnesota,Blue Earth County,27013
+Minnesota,Brown County,27015
+Minnesota,Carlton County,27017
+Minnesota,Carver County,27019
+Minnesota,Cass County,27021
+Minnesota,Chippewa County,27023
+Minnesota,Chisago County,27025
+Minnesota,Clay County,27027
+Minnesota,Clearwater County,27029
+Minnesota,Cook County,27031
+Minnesota,Cottonwood County,27033
+Minnesota,Crow Wing County,27035
+Minnesota,Dakota County,27037
+Minnesota,Dodge County,27039
+Minnesota,Douglas County,27041
+Minnesota,Faribault County,27043
+Minnesota,Fillmore County,27045
+Minnesota,Freeborn County,27047
+Minnesota,Goodhue County,27049
+Minnesota,Grant County,27051
+Minnesota,Hennepin County,27053
+Minnesota,Houston County,27055
+Minnesota,Hubbard County,27057
+Minnesota,Isanti County,27059
+Minnesota,Itasca County,27061
+Minnesota,Jackson County,27063
+Minnesota,Kanabec County,27065
+Minnesota,Kandiyohi County,27067
+Minnesota,Kittson County,27069
+Minnesota,Koochiching County,27071
+Minnesota,Lac qui Parle County,27073
+Minnesota,Lake County,27075
+Minnesota,Lake of the Woods County,27077
+Minnesota,Le Sueur County,27079
+Minnesota,Lincoln County,27081
+Minnesota,Lyon County,27083
+Minnesota,McLeod County,27085
+Minnesota,Mahnomen County,27087
+Minnesota,Marshall County,27089
+Minnesota,Martin County,27091
+Minnesota,Meeker County,27093
+Minnesota,Mille Lacs County,27095
+Minnesota,Morrison County,27097
+Minnesota,Mower County,27099
+Minnesota,Murray County,27101
+Minnesota,Nicollet County,27103
+Minnesota,Nobles County,27105
+Minnesota,Norman County,27107
+Minnesota,Olmsted County,27109
+Minnesota,Otter Tail County,27111
+Minnesota,Pennington County,27113
+Minnesota,Pine County,27115
+Minnesota,Pipestone County,27117
+Minnesota,Polk County,27119
+Minnesota,Pope County,27121
+Minnesota,Ramsey County,27123
+Minnesota,Red Lake County,27125
+Minnesota,Redwood County,27127
+Minnesota,Renville County,27129
+Minnesota,Rice County,27131
+Minnesota,Rock County,27133
+Minnesota,Roseau County,27135
+Minnesota,St. Louis County,27137
+Minnesota,Scott County,27139
+Minnesota,Sherburne County,27141
+Minnesota,Sibley County,27143
+Minnesota,Stearns County,27145
+Minnesota,Steele County,27147
+Minnesota,Stevens County,27149
+Minnesota,Swift County,27151
+Minnesota,Todd County,27153
+Minnesota,Traverse County,27155
+Minnesota,Wabasha County,27157
+Minnesota,Wadena County,27159
+Minnesota,Waseca County,27161
+Minnesota,Washington County,27163
+Minnesota,Watonwan County,27165
+Minnesota,Wilkin County,27167
+Minnesota,Winona County,27169
+Minnesota,Wright County,27171
+Minnesota,Yellow Medicine County,27173
+Mississippi,Adams County,28001
+Mississippi,Alcorn County,28003
+Mississippi,Amite County,28005
+Mississippi,Attala County,28007
+Mississippi,Benton County,28009
+Mississippi,Bolivar County,28011
+Mississippi,Calhoun County,28013
+Mississippi,Carroll County,28015
+Mississippi,Chickasaw County,28017
+Mississippi,Choctaw County,28019
+Mississippi,Claiborne County,28021
+Mississippi,Clarke County,28023
+Mississippi,Clay County,28025
+Mississippi,Coahoma County,28027
+Mississippi,Copiah County,28029
+Mississippi,Covington County,28031
+Mississippi,DeSoto County,28033
+Mississippi,Forrest County,28035
+Mississippi,Franklin County,28037
+Mississippi,George County,28039
+Mississippi,Greene County,28041
+Mississippi,Grenada County,28043
+Mississippi,Hancock County,28045
+Mississippi,Harrison County,28047
+Mississippi,Hinds County,28049
+Mississippi,Holmes County,28051
+Mississippi,Humphreys County,28053
+Mississippi,Issaquena County,28055
+Mississippi,Itawamba County,28057
+Mississippi,Jackson County,28059
+Mississippi,Jasper County,28061
+Mississippi,Jefferson County,28063
+Mississippi,Jefferson Davis County,28065
+Mississippi,Jones County,28067
+Mississippi,Kemper County,28069
+Mississippi,Lafayette County,28071
+Mississippi,Lamar County,28073
+Mississippi,Lauderdale County,28075
+Mississippi,Lawrence County,28077
+Mississippi,Leake County,28079
+Mississippi,Lee County,28081
+Mississippi,Leflore County,28083
+Mississippi,Lincoln County,28085
+Mississippi,Lowndes County,28087
+Mississippi,Madison County,28089
+Mississippi,Marion County,28091
+Mississippi,Marshall County,28093
+Mississippi,Monroe County,28095
+Mississippi,Montgomery County,28097
+Mississippi,Neshoba County,28099
+Mississippi,Newton County,28101
+Mississippi,Noxubee County,28103
+Mississippi,Oktibbeha County,28105
+Mississippi,Panola County,28107
+Mississippi,Pearl River County,28109
+Mississippi,Perry County,28111
+Mississippi,Pike County,28113
+Mississippi,Pontotoc County,28115
+Mississippi,Prentiss County,28117
+Mississippi,Quitman County,28119
+Mississippi,Rankin County,28121
+Mississippi,Scott County,28123
+Mississippi,Sharkey County,28125
+Mississippi,Simpson County,28127
+Mississippi,Smith County,28129
+Mississippi,Stone County,28131
+Mississippi,Sunflower County,28133
+Mississippi,Tallahatchie County,28135
+Mississippi,Tate County,28137
+Mississippi,Tippah County,28139
+Mississippi,Tishomingo County,28141
+Mississippi,Tunica County,28143
+Mississippi,Union County,28145
+Mississippi,Walthall County,28147
+Mississippi,Warren County,28149
+Mississippi,Washington County,28151
+Mississippi,Wayne County,28153
+Mississippi,Webster County,28155
+Mississippi,Wilkinson County,28157
+Mississippi,Winston County,28159
+Mississippi,Yalobusha County,28161
+Mississippi,Yazoo County,28163
+Missouri,Adair County,29001
+Missouri,Andrew County,29003
+Missouri,Atchison County,29005
+Missouri,Audrain County,29007
+Missouri,Barry County,29009
+Missouri,Barton County,29011
+Missouri,Bates County,29013
+Missouri,Benton County,29015
+Missouri,Bollinger County,29017
+Missouri,Boone County,29019
+Missouri,Buchanan County,29021
+Missouri,Butler County,29023
+Missouri,Caldwell County,29025
+Missouri,Callaway County,29027
+Missouri,Camden County,29029
+Missouri,Cape Girardeau County,29031
+Missouri,Carroll County,29033
+Missouri,Carter County,29035
+Missouri,Cass County,29037
+Missouri,Cedar County,29039
+Missouri,Chariton County,29041
+Missouri,Christian County,29043
+Missouri,Clark County,29045
+Missouri,Clay County,29047
+Missouri,Clinton County,29049
+Missouri,Cole County,29051
+Missouri,Cooper County,29053
+Missouri,Crawford County,29055
+Missouri,Dade County,29057
+Missouri,Dallas County,29059
+Missouri,Daviess County,29061
+Missouri,DeKalb County,29063
+Missouri,Dent County,29065
+Missouri,Douglas County,29067
+Missouri,Dunklin County,29069
+Missouri,Franklin County,29071
+Missouri,Gasconade County,29073
+Missouri,Gentry County,29075
+Missouri,Greene County,29077
+Missouri,Grundy County,29079
+Missouri,Harrison County,29081
+Missouri,Henry County,29083
+Missouri,Hickory County,29085
+Missouri,Holt County,29087
+Missouri,Howard County,29089
+Missouri,Howell County,29091
+Missouri,Iron County,29093
+Missouri,Jackson County,29095
+Missouri,Jasper County,29097
+Missouri,Jefferson County,29099
+Missouri,Johnson County,29101
+Missouri,Knox County,29103
+Missouri,Laclede County,29105
+Missouri,Lafayette County,29107
+Missouri,Lawrence County,29109
+Missouri,Lewis County,29111
+Missouri,Lincoln County,29113
+Missouri,Linn County,29115
+Missouri,Livingston County,29117
+Missouri,McDonald County,29119
+Missouri,Macon County,29121
+Missouri,Madison County,29123
+Missouri,Maries County,29125
+Missouri,Marion County,29127
+Missouri,Mercer County,29129
+Missouri,Miller County,29131
+Missouri,Mississippi County,29133
+Missouri,Moniteau County,29135
+Missouri,Monroe County,29137
+Missouri,Montgomery County,29139
+Missouri,Morgan County,29141
+Missouri,New Madrid County,29143
+Missouri,Newton County,29145
+Missouri,Nodaway County,29147
+Missouri,Oregon County,29149
+Missouri,Osage County,29151
+Missouri,Ozark County,29153
+Missouri,Pemiscot County,29155
+Missouri,Perry County,29157
+Missouri,Pettis County,29159
+Missouri,Phelps County,29161
+Missouri,Pike County,29163
+Missouri,Platte County,29165
+Missouri,Polk County,29167
+Missouri,Pulaski County,29169
+Missouri,Putnam County,29171
+Missouri,Ralls County,29173
+Missouri,Randolph County,29175
+Missouri,Ray County,29177
+Missouri,Reynolds County,29179
+Missouri,Ripley County,29181
+Missouri,St. Charles County,29183
+Missouri,St. Clair County,29185
+Missouri,Ste. Genevieve County,29186
+Missouri,St. Francois County,29187
+Missouri,St. Louis County,29189
+Missouri,Saline County,29195
+Missouri,Schuyler County,29197
+Missouri,Scotland County,29199
+Missouri,Scott County,29201
+Missouri,Shannon County,29203
+Missouri,Shelby County,29205
+Missouri,Stoddard County,29207
+Missouri,Stone County,29209
+Missouri,Sullivan County,29211
+Missouri,Taney County,29213
+Missouri,Texas County,29215
+Missouri,Vernon County,29217
+Missouri,Warren County,29219
+Missouri,Washington County,29221
+Missouri,Wayne County,29223
+Missouri,Webster County,29225
+Missouri,Worth County,29227
+Missouri,Wright County,29229
+Missouri,St. Louis city,29510
+Montana,Beaverhead County,30001
+Montana,Big Horn County,30003
+Montana,Blaine County,30005
+Montana,Broadwater County,30007
+Montana,Carbon County,30009
+Montana,Carter County,30011
+Montana,Cascade County,30013
+Montana,Chouteau County,30015
+Montana,Custer County,30017
+Montana,Daniels County,30019
+Montana,Dawson County,30021
+Montana,Deer Lodge County,30023
+Montana,Fallon County,30025
+Montana,Fergus County,30027
+Montana,Flathead County,30029
+Montana,Gallatin County,30031
+Montana,Garfield County,30033
+Montana,Glacier County,30035
+Montana,Golden Valley County,30037
+Montana,Granite County,30039
+Montana,Hill County,30041
+Montana,Jefferson County,30043
+Montana,Judith Basin County,30045
+Montana,Lake County,30047
+Montana,Lewis and Clark County,30049
+Montana,Liberty County,30051
+Montana,Lincoln County,30053
+Montana,McCone County,30055
+Montana,Madison County,30057
+Montana,Meagher County,30059
+Montana,Mineral County,30061
+Montana,Missoula County,30063
+Montana,Musselshell County,30065
+Montana,Park County,30067
+Montana,Petroleum County,30069
+Montana,Phillips County,30071
+Montana,Pondera County,30073
+Montana,Powder River County,30075
+Montana,Powell County,30077
+Montana,Prairie County,30079
+Montana,Ravalli County,30081
+Montana,Richland County,30083
+Montana,Roosevelt County,30085
+Montana,Rosebud County,30087
+Montana,Sanders County,30089
+Montana,Sheridan County,30091
+Montana,Silver Bow County,30093
+Montana,Stillwater County,30095
+Montana,Sweet Grass County,30097
+Montana,Teton County,30099
+Montana,Toole County,30101
+Montana,Treasure County,30103
+Montana,Valley County,30105
+Montana,Wheatland County,30107
+Montana,Wibaux County,30109
+Montana,Yellowstone County,30111
+Nebraska,Adams County,31001
+Nebraska,Antelope County,31003
+Nebraska,Arthur County,31005
+Nebraska,Banner County,31007
+Nebraska,Blaine County,31009
+Nebraska,Boone County,31011
+Nebraska,Box Butte County,31013
+Nebraska,Boyd County,31015
+Nebraska,Brown County,31017
+Nebraska,Buffalo County,31019
+Nebraska,Burt County,31021
+Nebraska,Butler County,31023
+Nebraska,Cass County,31025
+Nebraska,Cedar County,31027
+Nebraska,Chase County,31029
+Nebraska,Cherry County,31031
+Nebraska,Cheyenne County,31033
+Nebraska,Clay County,31035
+Nebraska,Colfax County,31037
+Nebraska,Cuming County,31039
+Nebraska,Custer County,31041
+Nebraska,Dakota County,31043
+Nebraska,Dawes County,31045
+Nebraska,Dawson County,31047
+Nebraska,Deuel County,31049
+Nebraska,Dixon County,31051
+Nebraska,Dodge County,31053
+Nebraska,Douglas County,31055
+Nebraska,Dundy County,31057
+Nebraska,Fillmore County,31059
+Nebraska,Franklin County,31061
+Nebraska,Frontier County,31063
+Nebraska,Furnas County,31065
+Nebraska,Gage County,31067
+Nebraska,Garden County,31069
+Nebraska,Garfield County,31071
+Nebraska,Gosper County,31073
+Nebraska,Grant County,31075
+Nebraska,Greeley County,31077
+Nebraska,Hall County,31079
+Nebraska,Hamilton County,31081
+Nebraska,Harlan County,31083
+Nebraska,Hayes County,31085
+Nebraska,Hitchcock County,31087
+Nebraska,Holt County,31089
+Nebraska,Hooker County,31091
+Nebraska,Howard County,31093
+Nebraska,Jefferson County,31095
+Nebraska,Johnson County,31097
+Nebraska,Kearney County,31099
+Nebraska,Keith County,31101
+Nebraska,Keya Paha County,31103
+Nebraska,Kimball County,31105
+Nebraska,Knox County,31107
+Nebraska,Lancaster County,31109
+Nebraska,Lincoln County,31111
+Nebraska,Logan County,31113
+Nebraska,Loup County,31115
+Nebraska,McPherson County,31117
+Nebraska,Madison County,31119
+Nebraska,Merrick County,31121
+Nebraska,Morrill County,31123
+Nebraska,Nance County,31125
+Nebraska,Nemaha County,31127
+Nebraska,Nuckolls County,31129
+Nebraska,Otoe County,31131
+Nebraska,Pawnee County,31133
+Nebraska,Perkins County,31135
+Nebraska,Phelps County,31137
+Nebraska,Pierce County,31139
+Nebraska,Platte County,31141
+Nebraska,Polk County,31143
+Nebraska,Red Willow County,31145
+Nebraska,Richardson County,31147
+Nebraska,Rock County,31149
+Nebraska,Saline County,31151
+Nebraska,Sarpy County,31153
+Nebraska,Saunders County,31155
+Nebraska,Scotts Bluff County,31157
+Nebraska,Seward County,31159
+Nebraska,Sheridan County,31161
+Nebraska,Sherman County,31163
+Nebraska,Sioux County,31165
+Nebraska,Stanton County,31167
+Nebraska,Thayer County,31169
+Nebraska,Thomas County,31171
+Nebraska,Thurston County,31173
+Nebraska,Valley County,31175
+Nebraska,Washington County,31177
+Nebraska,Wayne County,31179
+Nebraska,Webster County,31181
+Nebraska,Wheeler County,31183
+Nebraska,York County,31185
+Nevada,Churchill County,32001
+Nevada,Clark County,32003
+Nevada,Douglas County,32005
+Nevada,Elko County,32007
+Nevada,Esmeralda County,32009
+Nevada,Eureka County,32011
+Nevada,Humboldt County,32013
+Nevada,Lander County,32015
+Nevada,Lincoln County,32017
+Nevada,Lyon County,32019
+Nevada,Mineral County,32021
+Nevada,Nye County,32023
+Nevada,Pershing County,32027
+Nevada,Storey County,32029
+Nevada,Washoe County,32031
+Nevada,White Pine County,32033
+Nevada,Carson City,32510
+New Hampshire,Belknap County,33001
+New Hampshire,Carroll County,33003
+New Hampshire,Cheshire County,33005
+New Hampshire,Coos County,33007
+New Hampshire,Grafton County,33009
+New Hampshire,Hillsborough County,33011
+New Hampshire,Merrimack County,33013
+New Hampshire,Rockingham County,33015
+New Hampshire,Strafford County,33017
+New Hampshire,Sullivan County,33019
+New Jersey,Atlantic County,34001
+New Jersey,Bergen County,34003
+New Jersey,Burlington County,34005
+New Jersey,Camden County,34007
+New Jersey,Cape May County,34009
+New Jersey,Cumberland County,34011
+New Jersey,Essex County,34013
+New Jersey,Gloucester County,34015
+New Jersey,Hudson County,34017
+New Jersey,Hunterdon County,34019
+New Jersey,Mercer County,34021
+New Jersey,Middlesex County,34023
+New Jersey,Monmouth County,34025
+New Jersey,Morris County,34027
+New Jersey,Ocean County,34029
+New Jersey,Passaic County,34031
+New Jersey,Salem County,34033
+New Jersey,Somerset County,34035
+New Jersey,Sussex County,34037
+New Jersey,Union County,34039
+New Jersey,Warren County,34041
+New Mexico,Bernalillo County,35001
+New Mexico,Catron County,35003
+New Mexico,Chaves County,35005
+New Mexico,Cibola County,35006
+New Mexico,Colfax County,35007
+New Mexico,Curry County,35009
+New Mexico,De Baca County,35011
+New Mexico,Doña Ana County,35013
+New Mexico,Eddy County,35015
+New Mexico,Grant County,35017
+New Mexico,Guadalupe County,35019
+New Mexico,Harding County,35021
+New Mexico,Hidalgo County,35023
+New Mexico,Lea County,35025
+New Mexico,Lincoln County,35027
+New Mexico,Los Alamos County,35028
+New Mexico,Luna County,35029
+New Mexico,McKinley County,35031
+New Mexico,Mora County,35033
+New Mexico,Otero County,35035
+New Mexico,Quay County,35037
+New Mexico,Rio Arriba County,35039
+New Mexico,Roosevelt County,35041
+New Mexico,Sandoval County,35043
+New Mexico,San Juan County,35045
+New Mexico,San Miguel County,35047
+New Mexico,Santa Fe County,35049
+New Mexico,Sierra County,35051
+New Mexico,Socorro County,35053
+New Mexico,Taos County,35055
+New Mexico,Torrance County,35057
+New Mexico,Union County,35059
+New Mexico,Valencia County,35061
+New York,Albany County,36001
+New York,Allegany County,36003
+New York,Bronx County,36005
+New York,Broome County,36007
+New York,Cattaraugus County,36009
+New York,Cayuga County,36011
+New York,Chautauqua County,36013
+New York,Chemung County,36015
+New York,Chenango County,36017
+New York,Clinton County,36019
+New York,Columbia County,36021
+New York,Cortland County,36023
+New York,Delaware County,36025
+New York,Dutchess County,36027
+New York,Erie County,36029
+New York,Essex County,36031
+New York,Franklin County,36033
+New York,Fulton County,36035
+New York,Genesee County,36037
+New York,Greene County,36039
+New York,Hamilton County,36041
+New York,Herkimer County,36043
+New York,Jefferson County,36045
+New York,Kings County,36047
+New York,Lewis County,36049
+New York,Livingston County,36051
+New York,Madison County,36053
+New York,Monroe County,36055
+New York,Montgomery County,36057
+New York,Nassau County,36059
+New York,New York County,36061
+New York,Niagara County,36063
+New York,Oneida County,36065
+New York,Onondaga County,36067
+New York,Ontario County,36069
+New York,Orange County,36071
+New York,Orleans County,36073
+New York,Oswego County,36075
+New York,Otsego County,36077
+New York,Putnam County,36079
+New York,Queens County,36081
+New York,Rensselaer County,36083
+New York,Richmond County,36085
+New York,Rockland County,36087
+New York,St. Lawrence County,36089
+New York,Saratoga County,36091
+New York,Schenectady County,36093
+New York,Schoharie County,36095
+New York,Schuyler County,36097
+New York,Seneca County,36099
+New York,Steuben County,36101
+New York,Suffolk County,36103
+New York,Sullivan County,36105
+New York,Tioga County,36107
+New York,Tompkins County,36109
+New York,Ulster County,36111
+New York,Warren County,36113
+New York,Washington County,36115
+New York,Wayne County,36117
+New York,Westchester County,36119
+New York,Wyoming County,36121
+New York,Yates County,36123
+North Carolina,Alamance County,37001
+North Carolina,Alexander County,37003
+North Carolina,Alleghany County,37005
+North Carolina,Anson County,37007
+North Carolina,Ashe County,37009
+North Carolina,Avery County,37011
+North Carolina,Beaufort County,37013
+North Carolina,Bertie County,37015
+North Carolina,Bladen County,37017
+North Carolina,Brunswick County,37019
+North Carolina,Buncombe County,37021
+North Carolina,Burke County,37023
+North Carolina,Cabarrus County,37025
+North Carolina,Caldwell County,37027
+North Carolina,Camden County,37029
+North Carolina,Carteret County,37031
+North Carolina,Caswell County,37033
+North Carolina,Catawba County,37035
+North Carolina,Chatham County,37037
+North Carolina,Cherokee County,37039
+North Carolina,Chowan County,37041
+North Carolina,Clay County,37043
+North Carolina,Cleveland County,37045
+North Carolina,Columbus County,37047
+North Carolina,Craven County,37049
+North Carolina,Cumberland County,37051
+North Carolina,Currituck County,37053
+North Carolina,Dare County,37055
+North Carolina,Davidson County,37057
+North Carolina,Davie County,37059
+North Carolina,Duplin County,37061
+North Carolina,Durham County,37063
+North Carolina,Edgecombe County,37065
+North Carolina,Forsyth County,37067
+North Carolina,Franklin County,37069
+North Carolina,Gaston County,37071
+North Carolina,Gates County,37073
+North Carolina,Graham County,37075
+North Carolina,Granville County,37077
+North Carolina,Greene County,37079
+North Carolina,Guilford County,37081
+North Carolina,Halifax County,37083
+North Carolina,Harnett County,37085
+North Carolina,Haywood County,37087
+North Carolina,Henderson County,37089
+North Carolina,Hertford County,37091
+North Carolina,Hoke County,37093
+North Carolina,Hyde County,37095
+North Carolina,Iredell County,37097
+North Carolina,Jackson County,37099
+North Carolina,Johnston County,37101
+North Carolina,Jones County,37103
+North Carolina,Lee County,37105
+North Carolina,Lenoir County,37107
+North Carolina,Lincoln County,37109
+North Carolina,McDowell County,37111
+North Carolina,Macon County,37113
+North Carolina,Madison County,37115
+North Carolina,Martin County,37117
+North Carolina,Mecklenburg County,37119
+North Carolina,Mitchell County,37121
+North Carolina,Montgomery County,37123
+North Carolina,Moore County,37125
+North Carolina,Nash County,37127
+North Carolina,New Hanover County,37129
+North Carolina,Northampton County,37131
+North Carolina,Onslow County,37133
+North Carolina,Orange County,37135
+North Carolina,Pamlico County,37137
+North Carolina,Pasquotank County,37139
+North Carolina,Pender County,37141
+North Carolina,Perquimans County,37143
+North Carolina,Person County,37145
+North Carolina,Pitt County,37147
+North Carolina,Polk County,37149
+North Carolina,Randolph County,37151
+North Carolina,Richmond County,37153
+North Carolina,Robeson County,37155
+North Carolina,Rockingham County,37157
+North Carolina,Rowan County,37159
+North Carolina,Rutherford County,37161
+North Carolina,Sampson County,37163
+North Carolina,Scotland County,37165
+North Carolina,Stanly County,37167
+North Carolina,Stokes County,37169
+North Carolina,Surry County,37171
+North Carolina,Swain County,37173
+North Carolina,Transylvania County,37175
+North Carolina,Tyrrell County,37177
+North Carolina,Union County,37179
+North Carolina,Vance County,37181
+North Carolina,Wake County,37183
+North Carolina,Warren County,37185
+North Carolina,Washington County,37187
+North Carolina,Watauga County,37189
+North Carolina,Wayne County,37191
+North Carolina,Wilkes County,37193
+North Carolina,Wilson County,37195
+North Carolina,Yadkin County,37197
+North Carolina,Yancey County,37199
+North Dakota,Adams County,38001
+North Dakota,Barnes County,38003
+North Dakota,Benson County,38005
+North Dakota,Billings County,38007
+North Dakota,Bottineau County,38009
+North Dakota,Bowman County,38011
+North Dakota,Burke County,38013
+North Dakota,Burleigh County,38015
+North Dakota,Cass County,38017
+North Dakota,Cavalier County,38019
+North Dakota,Dickey County,38021
+North Dakota,Divide County,38023
+North Dakota,Dunn County,38025
+North Dakota,Eddy County,38027
+North Dakota,Emmons County,38029
+North Dakota,Foster County,38031
+North Dakota,Golden Valley County,38033
+North Dakota,Grand Forks County,38035
+North Dakota,Grant County,38037
+North Dakota,Griggs County,38039
+North Dakota,Hettinger County,38041
+North Dakota,Kidder County,38043
+North Dakota,LaMoure County,38045
+North Dakota,Logan County,38047
+North Dakota,McHenry County,38049
+North Dakota,McIntosh County,38051
+North Dakota,McKenzie County,38053
+North Dakota,McLean County,38055
+North Dakota,Mercer County,38057
+North Dakota,Morton County,38059
+North Dakota,Mountrail County,38061
+North Dakota,Nelson County,38063
+North Dakota,Oliver County,38065
+North Dakota,Pembina County,38067
+North Dakota,Pierce County,38069
+North Dakota,Ramsey County,38071
+North Dakota,Ransom County,38073
+North Dakota,Renville County,38075
+North Dakota,Richland County,38077
+North Dakota,Rolette County,38079
+North Dakota,Sargent County,38081
+North Dakota,Sheridan County,38083
+North Dakota,Sioux County,38085
+North Dakota,Slope County,38087
+North Dakota,Stark County,38089
+North Dakota,Steele County,38091
+North Dakota,Stutsman County,38093
+North Dakota,Towner County,38095
+North Dakota,Traill County,38097
+North Dakota,Walsh County,38099
+North Dakota,Ward County,38101
+North Dakota,Wells County,38103
+North Dakota,Williams County,38105
+Ohio,Adams County,39001
+Ohio,Allen County,39003
+Ohio,Ashland County,39005
+Ohio,Ashtabula County,39007
+Ohio,Athens County,39009
+Ohio,Auglaize County,39011
+Ohio,Belmont County,39013
+Ohio,Brown County,39015
+Ohio,Butler County,39017
+Ohio,Carroll County,39019
+Ohio,Champaign County,39021
+Ohio,Clark County,39023
+Ohio,Clermont County,39025
+Ohio,Clinton County,39027
+Ohio,Columbiana County,39029
+Ohio,Coshocton County,39031
+Ohio,Crawford County,39033
+Ohio,Cuyahoga County,39035
+Ohio,Darke County,39037
+Ohio,Defiance County,39039
+Ohio,Delaware County,39041
+Ohio,Erie County,39043
+Ohio,Fairfield County,39045
+Ohio,Fayette County,39047
+Ohio,Franklin County,39049
+Ohio,Fulton County,39051
+Ohio,Gallia County,39053
+Ohio,Geauga County,39055
+Ohio,Greene County,39057
+Ohio,Guernsey County,39059
+Ohio,Hamilton County,39061
+Ohio,Hancock County,39063
+Ohio,Hardin County,39065
+Ohio,Harrison County,39067
+Ohio,Henry County,39069
+Ohio,Highland County,39071
+Ohio,Hocking County,39073
+Ohio,Holmes County,39075
+Ohio,Huron County,39077
+Ohio,Jackson County,39079
+Ohio,Jefferson County,39081
+Ohio,Knox County,39083
+Ohio,Lake County,39085
+Ohio,Lawrence County,39087
+Ohio,Licking County,39089
+Ohio,Logan County,39091
+Ohio,Lorain County,39093
+Ohio,Lucas County,39095
+Ohio,Madison County,39097
+Ohio,Mahoning County,39099
+Ohio,Marion County,39101
+Ohio,Medina County,39103
+Ohio,Meigs County,39105
+Ohio,Mercer County,39107
+Ohio,Miami County,39109
+Ohio,Monroe County,39111
+Ohio,Montgomery County,39113
+Ohio,Morgan County,39115
+Ohio,Morrow County,39117
+Ohio,Muskingum County,39119
+Ohio,Noble County,39121
+Ohio,Ottawa County,39123
+Ohio,Paulding County,39125
+Ohio,Perry County,39127
+Ohio,Pickaway County,39129
+Ohio,Pike County,39131
+Ohio,Portage County,39133
+Ohio,Preble County,39135
+Ohio,Putnam County,39137
+Ohio,Richland County,39139
+Ohio,Ross County,39141
+Ohio,Sandusky County,39143
+Ohio,Scioto County,39145
+Ohio,Seneca County,39147
+Ohio,Shelby County,39149
+Ohio,Stark County,39151
+Ohio,Summit County,39153
+Ohio,Trumbull County,39155
+Ohio,Tuscarawas County,39157
+Ohio,Union County,39159
+Ohio,Van Wert County,39161
+Ohio,Vinton County,39163
+Ohio,Warren County,39165
+Ohio,Washington County,39167
+Ohio,Wayne County,39169
+Ohio,Williams County,39171
+Ohio,Wood County,39173
+Ohio,Wyandot County,39175
+Oklahoma,Adair County,40001
+Oklahoma,Alfalfa County,40003
+Oklahoma,Atoka County,40005
+Oklahoma,Beaver County,40007
+Oklahoma,Beckham County,40009
+Oklahoma,Blaine County,40011
+Oklahoma,Bryan County,40013
+Oklahoma,Caddo County,40015
+Oklahoma,Canadian County,40017
+Oklahoma,Carter County,40019
+Oklahoma,Cherokee County,40021
+Oklahoma,Choctaw County,40023
+Oklahoma,Cimarron County,40025
+Oklahoma,Cleveland County,40027
+Oklahoma,Coal County,40029
+Oklahoma,Comanche County,40031
+Oklahoma,Cotton County,40033
+Oklahoma,Craig County,40035
+Oklahoma,Creek County,40037
+Oklahoma,Custer County,40039
+Oklahoma,Delaware County,40041
+Oklahoma,Dewey County,40043
+Oklahoma,Ellis County,40045
+Oklahoma,Garfield County,40047
+Oklahoma,Garvin County,40049
+Oklahoma,Grady County,40051
+Oklahoma,Grant County,40053
+Oklahoma,Greer County,40055
+Oklahoma,Harmon County,40057
+Oklahoma,Harper County,40059
+Oklahoma,Haskell County,40061
+Oklahoma,Hughes County,40063
+Oklahoma,Jackson County,40065
+Oklahoma,Jefferson County,40067
+Oklahoma,Johnston County,40069
+Oklahoma,Kay County,40071
+Oklahoma,Kingfisher County,40073
+Oklahoma,Kiowa County,40075
+Oklahoma,Latimer County,40077
+Oklahoma,Le Flore County,40079
+Oklahoma,Lincoln County,40081
+Oklahoma,Logan County,40083
+Oklahoma,Love County,40085
+Oklahoma,McClain County,40087
+Oklahoma,McCurtain County,40089
+Oklahoma,McIntosh County,40091
+Oklahoma,Major County,40093
+Oklahoma,Marshall County,40095
+Oklahoma,Mayes County,40097
+Oklahoma,Murray County,40099
+Oklahoma,Muskogee County,40101
+Oklahoma,Noble County,40103
+Oklahoma,Nowata County,40105
+Oklahoma,Okfuskee County,40107
+Oklahoma,Oklahoma County,40109
+Oklahoma,Okmulgee County,40111
+Oklahoma,Osage County,40113
+Oklahoma,Ottawa County,40115
+Oklahoma,Pawnee County,40117
+Oklahoma,Payne County,40119
+Oklahoma,Pittsburg County,40121
+Oklahoma,Pontotoc County,40123
+Oklahoma,Pottawatomie County,40125
+Oklahoma,Pushmataha County,40127
+Oklahoma,Roger Mills County,40129
+Oklahoma,Rogers County,40131
+Oklahoma,Seminole County,40133
+Oklahoma,Sequoyah County,40135
+Oklahoma,Stephens County,40137
+Oklahoma,Texas County,40139
+Oklahoma,Tillman County,40141
+Oklahoma,Tulsa County,40143
+Oklahoma,Wagoner County,40145
+Oklahoma,Washington County,40147
+Oklahoma,Washita County,40149
+Oklahoma,Woods County,40151
+Oklahoma,Woodward County,40153
+Oregon,Baker County,41001
+Oregon,Benton County,41003
+Oregon,Clackamas County,41005
+Oregon,Clatsop County,41007
+Oregon,Columbia County,41009
+Oregon,Coos County,41011
+Oregon,Crook County,41013
+Oregon,Curry County,41015
+Oregon,Deschutes County,41017
+Oregon,Douglas County,41019
+Oregon,Gilliam County,41021
+Oregon,Grant County,41023
+Oregon,Harney County,41025
+Oregon,Hood River County,41027
+Oregon,Jackson County,41029
+Oregon,Jefferson County,41031
+Oregon,Josephine County,41033
+Oregon,Klamath County,41035
+Oregon,Lake County,41037
+Oregon,Lane County,41039
+Oregon,Lincoln County,41041
+Oregon,Linn County,41043
+Oregon,Malheur County,41045
+Oregon,Marion County,41047
+Oregon,Morrow County,41049
+Oregon,Multnomah County,41051
+Oregon,Polk County,41053
+Oregon,Sherman County,41055
+Oregon,Tillamook County,41057
+Oregon,Umatilla County,41059
+Oregon,Union County,41061
+Oregon,Wallowa County,41063
+Oregon,Wasco County,41065
+Oregon,Washington County,41067
+Oregon,Wheeler County,41069
+Oregon,Yamhill County,41071
+Pennsylvania,Adams County,42001
+Pennsylvania,Allegheny County,42003
+Pennsylvania,Armstrong County,42005
+Pennsylvania,Beaver County,42007
+Pennsylvania,Bedford County,42009
+Pennsylvania,Berks County,42011
+Pennsylvania,Blair County,42013
+Pennsylvania,Bradford County,42015
+Pennsylvania,Bucks County,42017
+Pennsylvania,Butler County,42019
+Pennsylvania,Cambria County,42021
+Pennsylvania,Cameron County,42023
+Pennsylvania,Carbon County,42025
+Pennsylvania,Centre County,42027
+Pennsylvania,Chester County,42029
+Pennsylvania,Clarion County,42031
+Pennsylvania,Clearfield County,42033
+Pennsylvania,Clinton County,42035
+Pennsylvania,Columbia County,42037
+Pennsylvania,Crawford County,42039
+Pennsylvania,Cumberland County,42041
+Pennsylvania,Dauphin County,42043
+Pennsylvania,Delaware County,42045
+Pennsylvania,Elk County,42047
+Pennsylvania,Erie County,42049
+Pennsylvania,Fayette County,42051
+Pennsylvania,Forest County,42053
+Pennsylvania,Franklin County,42055
+Pennsylvania,Fulton County,42057
+Pennsylvania,Greene County,42059
+Pennsylvania,Huntingdon County,42061
+Pennsylvania,Indiana County,42063
+Pennsylvania,Jefferson County,42065
+Pennsylvania,Juniata County,42067
+Pennsylvania,Lackawanna County,42069
+Pennsylvania,Lancaster County,42071
+Pennsylvania,Lawrence County,42073
+Pennsylvania,Lebanon County,42075
+Pennsylvania,Lehigh County,42077
+Pennsylvania,Luzerne County,42079
+Pennsylvania,Lycoming County,42081
+Pennsylvania,McKean County,42083
+Pennsylvania,Mercer County,42085
+Pennsylvania,Mifflin County,42087
+Pennsylvania,Monroe County,42089
+Pennsylvania,Montgomery County,42091
+Pennsylvania,Montour County,42093
+Pennsylvania,Northampton County,42095
+Pennsylvania,Northumberland County,42097
+Pennsylvania,Perry County,42099
+Pennsylvania,Philadelphia County,42101
+Pennsylvania,Pike County,42103
+Pennsylvania,Potter County,42105
+Pennsylvania,Schuylkill County,42107
+Pennsylvania,Snyder County,42109
+Pennsylvania,Somerset County,42111
+Pennsylvania,Sullivan County,42113
+Pennsylvania,Susquehanna County,42115
+Pennsylvania,Tioga County,42117
+Pennsylvania,Union County,42119
+Pennsylvania,Venango County,42121
+Pennsylvania,Warren County,42123
+Pennsylvania,Washington County,42125
+Pennsylvania,Wayne County,42127
+Pennsylvania,Westmoreland County,42129
+Pennsylvania,Wyoming County,42131
+Pennsylvania,York County,42133
+Rhode Island,Bristol County,44001
+Rhode Island,Kent County,44003
+Rhode Island,Newport County,44005
+Rhode Island,Providence County,44007
+Rhode Island,Washington County,44009
+South Carolina,Abbeville County,45001
+South Carolina,Aiken County,45003
+South Carolina,Allendale County,45005
+South Carolina,Anderson County,45007
+South Carolina,Bamberg County,45009
+South Carolina,Barnwell County,45011
+South Carolina,Beaufort County,45013
+South Carolina,Berkeley County,45015
+South Carolina,Calhoun County,45017
+South Carolina,Charleston County,45019
+South Carolina,Cherokee County,45021
+South Carolina,Chester County,45023
+South Carolina,Chesterfield County,45025
+South Carolina,Clarendon County,45027
+South Carolina,Colleton County,45029
+South Carolina,Darlington County,45031
+South Carolina,Dillon County,45033
+South Carolina,Dorchester County,45035
+South Carolina,Edgefield County,45037
+South Carolina,Fairfield County,45039
+South Carolina,Florence County,45041
+South Carolina,Georgetown County,45043
+South Carolina,Greenville County,45045
+South Carolina,Greenwood County,45047
+South Carolina,Hampton County,45049
+South Carolina,Horry County,45051
+South Carolina,Jasper County,45053
+South Carolina,Kershaw County,45055
+South Carolina,Lancaster County,45057
+South Carolina,Laurens County,45059
+South Carolina,Lee County,45061
+South Carolina,Lexington County,45063
+South Carolina,McCormick County,45065
+South Carolina,Marion County,45067
+South Carolina,Marlboro County,45069
+South Carolina,Newberry County,45071
+South Carolina,Oconee County,45073
+South Carolina,Orangeburg County,45075
+South Carolina,Pickens County,45077
+South Carolina,Richland County,45079
+South Carolina,Saluda County,45081
+South Carolina,Spartanburg County,45083
+South Carolina,Sumter County,45085
+South Carolina,Union County,45087
+South Carolina,Williamsburg County,45089
+South Carolina,York County,45091
+South Dakota,Aurora County,46003
+South Dakota,Beadle County,46005
+South Dakota,Bennett County,46007
+South Dakota,Bon Homme County,46009
+South Dakota,Brookings County,46011
+South Dakota,Brown County,46013
+South Dakota,Brule County,46015
+South Dakota,Buffalo County,46017
+South Dakota,Butte County,46019
+South Dakota,Campbell County,46021
+South Dakota,Charles Mix County,46023
+South Dakota,Clark County,46025
+South Dakota,Clay County,46027
+South Dakota,Codington County,46029
+South Dakota,Corson County,46031
+South Dakota,Custer County,46033
+South Dakota,Davison County,46035
+South Dakota,Day County,46037
+South Dakota,Deuel County,46039
+South Dakota,Dewey County,46041
+South Dakota,Douglas County,46043
+South Dakota,Edmunds County,46045
+South Dakota,Fall River County,46047
+South Dakota,Faulk County,46049
+South Dakota,Grant County,46051
+South Dakota,Gregory County,46053
+South Dakota,Haakon County,46055
+South Dakota,Hamlin County,46057
+South Dakota,Hand County,46059
+South Dakota,Hanson County,46061
+South Dakota,Harding County,46063
+South Dakota,Hughes County,46065
+South Dakota,Hutchinson County,46067
+South Dakota,Hyde County,46069
+South Dakota,Jackson County,46071
+South Dakota,Jerauld County,46073
+South Dakota,Jones County,46075
+South Dakota,Kingsbury County,46077
+South Dakota,Lake County,46079
+South Dakota,Lawrence County,46081
+South Dakota,Lincoln County,46083
+South Dakota,Lyman County,46085
+South Dakota,McCook County,46087
+South Dakota,McPherson County,46089
+South Dakota,Marshall County,46091
+South Dakota,Meade County,46093
+South Dakota,Mellette County,46095
+South Dakota,Miner County,46097
+South Dakota,Minnehaha County,46099
+South Dakota,Moody County,46101
+South Dakota,Pennington County,46103
+South Dakota,Perkins County,46105
+South Dakota,Potter County,46107
+South Dakota,Roberts County,46109
+South Dakota,Sanborn County,46111
+South Dakota,Shannon County,46113
+South Dakota,Spink County,46115
+South Dakota,Stanley County,46117
+South Dakota,Sully County,46119
+South Dakota,Todd County,46121
+South Dakota,Tripp County,46123
+South Dakota,Turner County,46125
+South Dakota,Union County,46127
+South Dakota,Walworth County,46129
+South Dakota,Yankton County,46135
+South Dakota,Ziebach County,46137
+Tennessee,Anderson County,47001
+Tennessee,Bedford County,47003
+Tennessee,Benton County,47005
+Tennessee,Bledsoe County,47007
+Tennessee,Blount County,47009
+Tennessee,Bradley County,47011
+Tennessee,Campbell County,47013
+Tennessee,Cannon County,47015
+Tennessee,Carroll County,47017
+Tennessee,Carter County,47019
+Tennessee,Cheatham County,47021
+Tennessee,Chester County,47023
+Tennessee,Claiborne County,47025
+Tennessee,Clay County,47027
+Tennessee,Cocke County,47029
+Tennessee,Coffee County,47031
+Tennessee,Crockett County,47033
+Tennessee,Cumberland County,47035
+Tennessee,Davidson County,47037
+Tennessee,Decatur County,47039
+Tennessee,DeKalb County,47041
+Tennessee,Dickson County,47043
+Tennessee,Dyer County,47045
+Tennessee,Fayette County,47047
+Tennessee,Fentress County,47049
+Tennessee,Franklin County,47051
+Tennessee,Gibson County,47053
+Tennessee,Giles County,47055
+Tennessee,Grainger County,47057
+Tennessee,Greene County,47059
+Tennessee,Grundy County,47061
+Tennessee,Hamblen County,47063
+Tennessee,Hamilton County,47065
+Tennessee,Hancock County,47067
+Tennessee,Hardeman County,47069
+Tennessee,Hardin County,47071
+Tennessee,Hawkins County,47073
+Tennessee,Haywood County,47075
+Tennessee,Henderson County,47077
+Tennessee,Henry County,47079
+Tennessee,Hickman County,47081
+Tennessee,Houston County,47083
+Tennessee,Humphreys County,47085
+Tennessee,Jackson County,47087
+Tennessee,Jefferson County,47089
+Tennessee,Johnson County,47091
+Tennessee,Knox County,47093
+Tennessee,Lake County,47095
+Tennessee,Lauderdale County,47097
+Tennessee,Lawrence County,47099
+Tennessee,Lewis County,47101
+Tennessee,Lincoln County,47103
+Tennessee,Loudon County,47105
+Tennessee,McMinn County,47107
+Tennessee,McNairy County,47109
+Tennessee,Macon County,47111
+Tennessee,Madison County,47113
+Tennessee,Marion County,47115
+Tennessee,Marshall County,47117
+Tennessee,Maury County,47119
+Tennessee,Meigs County,47121
+Tennessee,Monroe County,47123
+Tennessee,Montgomery County,47125
+Tennessee,Moore County,47127
+Tennessee,Morgan County,47129
+Tennessee,Obion County,47131
+Tennessee,Overton County,47133
+Tennessee,Perry County,47135
+Tennessee,Pickett County,47137
+Tennessee,Polk County,47139
+Tennessee,Putnam County,47141
+Tennessee,Rhea County,47143
+Tennessee,Roane County,47145
+Tennessee,Robertson County,47147
+Tennessee,Rutherford County,47149
+Tennessee,Scott County,47151
+Tennessee,Sequatchie County,47153
+Tennessee,Sevier County,47155
+Tennessee,Shelby County,47157
+Tennessee,Smith County,47159
+Tennessee,Stewart County,47161
+Tennessee,Sullivan County,47163
+Tennessee,Sumner County,47165
+Tennessee,Tipton County,47167
+Tennessee,Trousdale County,47169
+Tennessee,Unicoi County,47171
+Tennessee,Union County,47173
+Tennessee,Van Buren County,47175
+Tennessee,Warren County,47177
+Tennessee,Washington County,47179
+Tennessee,Wayne County,47181
+Tennessee,Weakley County,47183
+Tennessee,White County,47185
+Tennessee,Williamson County,47187
+Tennessee,Wilson County,47189
+Texas,Anderson County,48001
+Texas,Andrews County,48003
+Texas,Angelina County,48005
+Texas,Aransas County,48007
+Texas,Archer County,48009
+Texas,Armstrong County,48011
+Texas,Atascosa County,48013
+Texas,Austin County,48015
+Texas,Bailey County,48017
+Texas,Bandera County,48019
+Texas,Bastrop County,48021
+Texas,Baylor County,48023
+Texas,Bee County,48025
+Texas,Bell County,48027
+Texas,Bexar County,48029
+Texas,Blanco County,48031
+Texas,Borden County,48033
+Texas,Bosque County,48035
+Texas,Bowie County,48037
+Texas,Brazoria County,48039
+Texas,Brazos County,48041
+Texas,Brewster County,48043
+Texas,Briscoe County,48045
+Texas,Brooks County,48047
+Texas,Brown County,48049
+Texas,Burleson County,48051
+Texas,Burnet County,48053
+Texas,Caldwell County,48055
+Texas,Calhoun County,48057
+Texas,Callahan County,48059
+Texas,Cameron County,48061
+Texas,Camp County,48063
+Texas,Carson County,48065
+Texas,Cass County,48067
+Texas,Castro County,48069
+Texas,Chambers County,48071
+Texas,Cherokee County,48073
+Texas,Childress County,48075
+Texas,Clay County,48077
+Texas,Cochran County,48079
+Texas,Coke County,48081
+Texas,Coleman County,48083
+Texas,Collin County,48085
+Texas,Collingsworth County,48087
+Texas,Colorado County,48089
+Texas,Comal County,48091
+Texas,Comanche County,48093
+Texas,Concho County,48095
+Texas,Cooke County,48097
+Texas,Coryell County,48099
+Texas,Cottle County,48101
+Texas,Crane County,48103
+Texas,Crockett County,48105
+Texas,Crosby County,48107
+Texas,Culberson County,48109
+Texas,Dallam County,48111
+Texas,Dallas County,48113
+Texas,Dawson County,48115
+Texas,Deaf Smith County,48117
+Texas,Delta County,48119
+Texas,Denton County,48121
+Texas,DeWitt County,48123
+Texas,Dickens County,48125
+Texas,Dimmit County,48127
+Texas,Donley County,48129
+Texas,Duval County,48131
+Texas,Eastland County,48133
+Texas,Ector County,48135
+Texas,Edwards County,48137
+Texas,Ellis County,48139
+Texas,El Paso County,48141
+Texas,Erath County,48143
+Texas,Falls County,48145
+Texas,Fannin County,48147
+Texas,Fayette County,48149
+Texas,Fisher County,48151
+Texas,Floyd County,48153
+Texas,Foard County,48155
+Texas,Fort Bend County,48157
+Texas,Franklin County,48159
+Texas,Freestone County,48161
+Texas,Frio County,48163
+Texas,Gaines County,48165
+Texas,Galveston County,48167
+Texas,Garza County,48169
+Texas,Gillespie County,48171
+Texas,Glasscock County,48173
+Texas,Goliad County,48175
+Texas,Gonzales County,48177
+Texas,Gray County,48179
+Texas,Grayson County,48181
+Texas,Gregg County,48183
+Texas,Grimes County,48185
+Texas,Guadalupe County,48187
+Texas,Hale County,48189
+Texas,Hall County,48191
+Texas,Hamilton County,48193
+Texas,Hansford County,48195
+Texas,Hardeman County,48197
+Texas,Hardin County,48199
+Texas,Harris County,48201
+Texas,Harrison County,48203
+Texas,Hartley County,48205
+Texas,Haskell County,48207
+Texas,Hays County,48209
+Texas,Hemphill County,48211
+Texas,Henderson County,48213
+Texas,Hidalgo County,48215
+Texas,Hill County,48217
+Texas,Hockley County,48219
+Texas,Hood County,48221
+Texas,Hopkins County,48223
+Texas,Houston County,48225
+Texas,Howard County,48227
+Texas,Hudspeth County,48229
+Texas,Hunt County,48231
+Texas,Hutchinson County,48233
+Texas,Irion County,48235
+Texas,Jack County,48237
+Texas,Jackson County,48239
+Texas,Jasper County,48241
+Texas,Jeff Davis County,48243
+Texas,Jefferson County,48245
+Texas,Jim Hogg County,48247
+Texas,Jim Wells County,48249
+Texas,Johnson County,48251
+Texas,Jones County,48253
+Texas,Karnes County,48255
+Texas,Kaufman County,48257
+Texas,Kendall County,48259
+Texas,Kenedy County,48261
+Texas,Kent County,48263
+Texas,Kerr County,48265
+Texas,Kimble County,48267
+Texas,King County,48269
+Texas,Kinney County,48271
+Texas,Kleberg County,48273
+Texas,Knox County,48275
+Texas,Lamar County,48277
+Texas,Lamb County,48279
+Texas,Lampasas County,48281
+Texas,La Salle County,48283
+Texas,Lavaca County,48285
+Texas,Lee County,48287
+Texas,Leon County,48289
+Texas,Liberty County,48291
+Texas,Limestone County,48293
+Texas,Lipscomb County,48295
+Texas,Live Oak County,48297
+Texas,Llano County,48299
+Texas,Loving County,48301
+Texas,Lubbock County,48303
+Texas,Lynn County,48305
+Texas,McCulloch County,48307
+Texas,McLennan County,48309
+Texas,McMullen County,48311
+Texas,Madison County,48313
+Texas,Marion County,48315
+Texas,Martin County,48317
+Texas,Mason County,48319
+Texas,Matagorda County,48321
+Texas,Maverick County,48323
+Texas,Medina County,48325
+Texas,Menard County,48327
+Texas,Midland County,48329
+Texas,Milam County,48331
+Texas,Mills County,48333
+Texas,Mitchell County,48335
+Texas,Montague County,48337
+Texas,Montgomery County,48339
+Texas,Moore County,48341
+Texas,Morris County,48343
+Texas,Motley County,48345
+Texas,Nacogdoches County,48347
+Texas,Navarro County,48349
+Texas,Newton County,48351
+Texas,Nolan County,48353
+Texas,Nueces County,48355
+Texas,Ochiltree County,48357
+Texas,Oldham County,48359
+Texas,Orange County,48361
+Texas,Palo Pinto County,48363
+Texas,Panola County,48365
+Texas,Parker County,48367
+Texas,Parmer County,48369
+Texas,Pecos County,48371
+Texas,Polk County,48373
+Texas,Potter County,48375
+Texas,Presidio County,48377
+Texas,Rains County,48379
+Texas,Randall County,48381
+Texas,Reagan County,48383
+Texas,Real County,48385
+Texas,Red River County,48387
+Texas,Reeves County,48389
+Texas,Refugio County,48391
+Texas,Roberts County,48393
+Texas,Robertson County,48395
+Texas,Rockwall County,48397
+Texas,Runnels County,48399
+Texas,Rusk County,48401
+Texas,Sabine County,48403
+Texas,San Augustine County,48405
+Texas,San Jacinto County,48407
+Texas,San Patricio County,48409
+Texas,San Saba County,48411
+Texas,Schleicher County,48413
+Texas,Scurry County,48415
+Texas,Shackelford County,48417
+Texas,Shelby County,48419
+Texas,Sherman County,48421
+Texas,Smith County,48423
+Texas,Somervell County,48425
+Texas,Starr County,48427
+Texas,Stephens County,48429
+Texas,Sterling County,48431
+Texas,Stonewall County,48433
+Texas,Sutton County,48435
+Texas,Swisher County,48437
+Texas,Tarrant County,48439
+Texas,Taylor County,48441
+Texas,Terrell County,48443
+Texas,Terry County,48445
+Texas,Throckmorton County,48447
+Texas,Titus County,48449
+Texas,Tom Green County,48451
+Texas,Travis County,48453
+Texas,Trinity County,48455
+Texas,Tyler County,48457
+Texas,Upshur County,48459
+Texas,Upton County,48461
+Texas,Uvalde County,48463
+Texas,Val Verde County,48465
+Texas,Van Zandt County,48467
+Texas,Victoria County,48469
+Texas,Walker County,48471
+Texas,Waller County,48473
+Texas,Ward County,48475
+Texas,Washington County,48477
+Texas,Webb County,48479
+Texas,Wharton County,48481
+Texas,Wheeler County,48483
+Texas,Wichita County,48485
+Texas,Wilbarger County,48487
+Texas,Willacy County,48489
+Texas,Williamson County,48491
+Texas,Wilson County,48493
+Texas,Winkler County,48495
+Texas,Wise County,48497
+Texas,Wood County,48499
+Texas,Yoakum County,48501
+Texas,Young County,48503
+Texas,Zapata County,48505
+Texas,Zavala County,48507
+Utah,Beaver County,49001
+Utah,Box Elder County,49003
+Utah,Cache County,49005
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+Utah,Sanpete County,49039
+Utah,Sevier County,49041
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+Utah,Uintah County,49047
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+Vermont,Chittenden County,50007
+Vermont,Essex County,50009
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+Vermont,Windham County,50025
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+Virginia,Accomack County,51001
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+Virginia,Charlotte County,51037
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+Virginia,Fairfax County,51059
+Virginia,Fauquier County,51061
+Virginia,Floyd County,51063
+Virginia,Fluvanna County,51065
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+Virginia,Frederick County,51069
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+Virginia,Gloucester County,51073
+Virginia,Goochland County,51075
+Virginia,Grayson County,51077
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+Virginia,Greensville County,51081
+Virginia,Halifax County,51083
+Virginia,Hanover County,51085
+Virginia,Henrico County,51087
+Virginia,Henry County,51089
+Virginia,Highland County,51091
+Virginia,Isle of Wight County,51093
+Virginia,James City County,51095
+Virginia,King and Queen County,51097
+Virginia,King George County,51099
+Virginia,King William County,51101
+Virginia,Lancaster County,51103
+Virginia,Lee County,51105
+Virginia,Loudoun County,51107
+Virginia,Louisa County,51109
+Virginia,Lunenburg County,51111
+Virginia,Madison County,51113
+Virginia,Mathews County,51115
+Virginia,Mecklenburg County,51117
+Virginia,Middlesex County,51119
+Virginia,Montgomery County,51121
+Virginia,Nelson County,51125
+Virginia,New Kent County,51127
+Virginia,Northampton County,51131
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+Virginia,Rockbridge County,51163
+Virginia,Rockingham County,51165
+Virginia,Russell County,51167
+Virginia,Scott County,51169
+Virginia,Shenandoah County,51171
+Virginia,Smyth County,51173
+Virginia,Southampton County,51175
+Virginia,Spotsylvania County,51177
+Virginia,Stafford County,51179
+Virginia,Surry County,51181
+Virginia,Sussex County,51183
+Virginia,Tazewell County,51185
+Virginia,Warren County,51187
+Virginia,Washington County,51191
+Virginia,Westmoreland County,51193
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+Virginia,Wythe County,51197
+Virginia,York County,51199
+Virginia,Alexandria city,51510
+Virginia,Bedford city,51515
+Virginia,Bristol city,51520
+Virginia,Buena Vista city,51530
+Virginia,Charlottesville city,51540
+Virginia,Chesapeake city,51550
+Virginia,Colonial Heights city,51570
+Virginia,Covington city,51580
+Virginia,Danville city,51590
+Virginia,Emporia city,51595
+Virginia,Fairfax city,51600
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+Virginia,Franklin city,51620
+Virginia,Fredericksburg city,51630
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+Virginia,Hampton city,51650
+Virginia,Harrisonburg city,51660
+Virginia,Hopewell city,51670
+Virginia,Lexington city,51678
+Virginia,Lynchburg city,51680
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+Virginia,Manassas Park city,51685
+Virginia,Martinsville city,51690
+Virginia,Newport News city,51700
+Virginia,Norfolk city,51710
+Virginia,Norton city,51720
+Virginia,Petersburg city,51730
+Virginia,Poquoson city,51735
+Virginia,Portsmouth city,51740
+Virginia,Radford city,51750
+Virginia,Richmond city,51760
+Virginia,Roanoke city,51770
+Virginia,Salem city,51775
+Virginia,Staunton city,51790
+Virginia,Suffolk city,51800
+Virginia,Virginia Beach city,51810
+Virginia,Waynesboro city,51820
+Virginia,Williamsburg city,51830
+Virginia,Winchester city,51840
+Washington,Adams County,53001
+Washington,Asotin County,53003
+Washington,Benton County,53005
+Washington,Chelan County,53007
+Washington,Clallam County,53009
+Washington,Clark County,53011
+Washington,Columbia County,53013
+Washington,Cowlitz County,53015
+Washington,Douglas County,53017
+Washington,Ferry County,53019
+Washington,Franklin County,53021
+Washington,Garfield County,53023
+Washington,Grant County,53025
+Washington,Grays Harbor County,53027
+Washington,Island County,53029
+Washington,Jefferson County,53031
+Washington,King County,53033
+Washington,Kitsap County,53035
+Washington,Kittitas County,53037
+Washington,Klickitat County,53039
+Washington,Lewis County,53041
+Washington,Lincoln County,53043
+Washington,Mason County,53045
+Washington,Okanogan County,53047
+Washington,Pacific County,53049
+Washington,Pend Oreille County,53051
+Washington,Pierce County,53053
+Washington,San Juan County,53055
+Washington,Skagit County,53057
+Washington,Skamania County,53059
+Washington,Snohomish County,53061
+Washington,Spokane County,53063
+Washington,Stevens County,53065
+Washington,Thurston County,53067
+Washington,Wahkiakum County,53069
+Washington,Walla Walla County,53071
+Washington,Whatcom County,53073
+Washington,Whitman County,53075
+Washington,Yakima County,53077
+West Virginia,Barbour County,54001
+West Virginia,Berkeley County,54003
+West Virginia,Boone County,54005
+West Virginia,Braxton County,54007
+West Virginia,Brooke County,54009
+West Virginia,Cabell County,54011
+West Virginia,Calhoun County,54013
+West Virginia,Clay County,54015
+West Virginia,Doddridge County,54017
+West Virginia,Fayette County,54019
+West Virginia,Gilmer County,54021
+West Virginia,Grant County,54023
+West Virginia,Greenbrier County,54025
+West Virginia,Hampshire County,54027
+West Virginia,Hancock County,54029
+West Virginia,Hardy County,54031
+West Virginia,Harrison County,54033
+West Virginia,Jackson County,54035
+West Virginia,Jefferson County,54037
+West Virginia,Kanawha County,54039
+West Virginia,Lewis County,54041
+West Virginia,Lincoln County,54043
+West Virginia,Logan County,54045
+West Virginia,McDowell County,54047
+West Virginia,Marion County,54049
+West Virginia,Marshall County,54051
+West Virginia,Mason County,54053
+West Virginia,Mercer County,54055
+West Virginia,Mineral County,54057
+West Virginia,Mingo County,54059
+West Virginia,Monongalia County,54061
+West Virginia,Monroe County,54063
+West Virginia,Morgan County,54065
+West Virginia,Nicholas County,54067
+West Virginia,Ohio County,54069
+West Virginia,Pendleton County,54071
+West Virginia,Pleasants County,54073
+West Virginia,Pocahontas County,54075
+West Virginia,Preston County,54077
+West Virginia,Putnam County,54079
+West Virginia,Raleigh County,54081
+West Virginia,Randolph County,54083
+West Virginia,Ritchie County,54085
+West Virginia,Roane County,54087
+West Virginia,Summers County,54089
+West Virginia,Taylor County,54091
+West Virginia,Tucker County,54093
+West Virginia,Tyler County,54095
+West Virginia,Upshur County,54097
+West Virginia,Wayne County,54099
+West Virginia,Webster County,54101
+West Virginia,Wetzel County,54103
+West Virginia,Wirt County,54105
+West Virginia,Wood County,54107
+West Virginia,Wyoming County,54109
+Wisconsin,Adams County,55001
+Wisconsin,Ashland County,55003
+Wisconsin,Barron County,55005
+Wisconsin,Bayfield County,55007
+Wisconsin,Brown County,55009
+Wisconsin,Buffalo County,55011
+Wisconsin,Burnett County,55013
+Wisconsin,Calumet County,55015
+Wisconsin,Chippewa County,55017
+Wisconsin,Clark County,55019
+Wisconsin,Columbia County,55021
+Wisconsin,Crawford County,55023
+Wisconsin,Dane County,55025
+Wisconsin,Dodge County,55027
+Wisconsin,Door County,55029
+Wisconsin,Douglas County,55031
+Wisconsin,Dunn County,55033
+Wisconsin,Eau Claire County,55035
+Wisconsin,Florence County,55037
+Wisconsin,Fond du Lac County,55039
+Wisconsin,Forest County,55041
+Wisconsin,Grant County,55043
+Wisconsin,Green County,55045
+Wisconsin,Green Lake County,55047
+Wisconsin,Iowa County,55049
+Wisconsin,Iron County,55051
+Wisconsin,Jackson County,55053
+Wisconsin,Jefferson County,55055
+Wisconsin,Juneau County,55057
+Wisconsin,Kenosha County,55059
+Wisconsin,Kewaunee County,55061
+Wisconsin,La Crosse County,55063
+Wisconsin,Lafayette County,55065
+Wisconsin,Langlade County,55067
+Wisconsin,Lincoln County,55069
+Wisconsin,Manitowoc County,55071
+Wisconsin,Marathon County,55073
+Wisconsin,Marinette County,55075
+Wisconsin,Marquette County,55077
+Wisconsin,Menominee County,55078
+Wisconsin,Milwaukee County,55079
+Wisconsin,Monroe County,55081
+Wisconsin,Oconto County,55083
+Wisconsin,Oneida County,55085
+Wisconsin,Outagamie County,55087
+Wisconsin,Ozaukee County,55089
+Wisconsin,Pepin County,55091
+Wisconsin,Pierce County,55093
+Wisconsin,Polk County,55095
+Wisconsin,Portage County,55097
+Wisconsin,Price County,55099
+Wisconsin,Racine County,55101
+Wisconsin,Richland County,55103
+Wisconsin,Rock County,55105
+Wisconsin,Rusk County,55107
+Wisconsin,St. Croix County,55109
+Wisconsin,Sauk County,55111
+Wisconsin,Sawyer County,55113
+Wisconsin,Shawano County,55115
+Wisconsin,Sheboygan County,55117
+Wisconsin,Taylor County,55119
+Wisconsin,Trempealeau County,55121
+Wisconsin,Vernon County,55123
+Wisconsin,Vilas County,55125
+Wisconsin,Walworth County,55127
+Wisconsin,Washburn County,55129
+Wisconsin,Washington County,55131
+Wisconsin,Waukesha County,55133
+Wisconsin,Waupaca County,55135
+Wisconsin,Waushara County,55137
+Wisconsin,Winnebago County,55139
+Wisconsin,Wood County,55141
+Wyoming,Albany County,56001
+Wyoming,Big Horn County,56003
+Wyoming,Campbell County,56005
+Wyoming,Carbon County,56007
+Wyoming,Converse County,56009
+Wyoming,Crook County,56011
+Wyoming,Fremont County,56013
+Wyoming,Goshen County,56015
+Wyoming,Hot Springs County,56017
+Wyoming,Johnson County,56019
+Wyoming,Laramie County,56021
+Wyoming,Lincoln County,56023
+Wyoming,Natrona County,56025
+Wyoming,Niobrara County,56027
+Wyoming,Park County,56029
+Wyoming,Platte County,56031
+Wyoming,Sheridan County,56033
+Wyoming,Sublette County,56035
+Wyoming,Sweetwater County,56037
+Wyoming,Teton County,56039
+Wyoming,Uinta County,56041
+Wyoming,Washakie County,56043
+Wyoming,Weston County,56045
+American Somoa,Eastern District,60010
+American Somoa,Manu'a District,60020
+American Somoa,Rose Island,60030
+American Somoa,Swains Island,60040
+American Somoa,Western District,60050
+Guam,Guam,66010
+Northern Mariana Islands,Northern Islands Municipality,69085
+Northern Mariana Islands,Rota Municipality,69100
+Northern Mariana Islands,Saipan Municipality,69110
+Northern Mariana Islands,Tinian Municipality,69120
+Puerto Rico,Adjuntas Municipio,72001
+Puerto Rico,Aguada Municipio,72003
+Puerto Rico,Aguadilla Municipio,72005
+Puerto Rico,Aguas Buenas Municipio,72007
+Puerto Rico,Aibonito Municipio,72009
+Puerto Rico,Añasco Municipio,72011
+Puerto Rico,Arecibo Municipio,72013
+Puerto Rico,Arroyo Municipio,72015
+Puerto Rico,Barceloneta Municipio,72017
+Puerto Rico,Barranquitas Municipio,72019
+Puerto Rico,Bayamón Municipio,72021
+Puerto Rico,Cabo Rojo Municipio,72023
+Puerto Rico,Caguas Municipio,72025
+Puerto Rico,Camuy Municipio,72027
+Puerto Rico,Canóvanas Municipio,72029
+Puerto Rico,Carolina Municipio,72031
+Puerto Rico,Cataño Municipio,72033
+Puerto Rico,Cayey Municipio,72035
+Puerto Rico,Ceiba Municipio,72037
+Puerto Rico,Ciales Municipio,72039
+Puerto Rico,Cidra Municipio,72041
+Puerto Rico,Coamo Municipio,72043
+Puerto Rico,Comerío Municipio,72045
+Puerto Rico,Corozal Municipio,72047
+Puerto Rico,Culebra Municipio,72049
+Puerto Rico,Dorado Municipio,72051
+Puerto Rico,Fajardo Municipio,72053
+Puerto Rico,Florida Municipio,72054
+Puerto Rico,Guánica Municipio,72055
+Puerto Rico,Guayama Municipio,72057
+Puerto Rico,Guayanilla Municipio,72059
+Puerto Rico,Guaynabo Municipio,72061
+Puerto Rico,Gurabo Municipio,72063
+Puerto Rico,Hatillo Municipio,72065
+Puerto Rico,Hormigueros Municipio,72067
+Puerto Rico,Humacao Municipio,72069
+Puerto Rico,Isabela Municipio,72071
+Puerto Rico,Jayuya Municipio,72073
+Puerto Rico,Juana Díaz Municipio,72075
+Puerto Rico,Juncos Municipio,72077
+Puerto Rico,Lajas Municipio,72079
+Puerto Rico,Lares Municipio,72081
+Puerto Rico,Las Marías Municipio,72083
+Puerto Rico,Las Piedras Municipio,72085
+Puerto Rico,Loíza Municipio,72087
+Puerto Rico,Luquillo Municipio,72089
+Puerto Rico,Manatí Municipio,72091
+Puerto Rico,Maricao Municipio,72093
+Puerto Rico,Maunabo Municipio,72095
+Puerto Rico,Mayagüez Municipio,72097
+Puerto Rico,Moca Municipio,72099
+Puerto Rico,Morovis Municipio,72101
+Puerto Rico,Naguabo Municipio,72103
+Puerto Rico,Naranjito Municipio,72105
+Puerto Rico,Orocovis Municipio,72107
+Puerto Rico,Patillas Municipio,72109
+Puerto Rico,Peñuelas Municipio,72111
+Puerto Rico,Ponce Municipio,72113
+Puerto Rico,Quebradillas Municipio,72115
+Puerto Rico,Rincón Municipio,72117
+Puerto Rico,Río Grande Municipio,72119
+Puerto Rico,Sabana Grande Municipio,72121
+Puerto Rico,Salinas Municipio,72123
+Puerto Rico,San Germán Municipio,72125
+Puerto Rico,San Juan Municipio,72127
+Puerto Rico,San Lorenzo Municipio,72129
+Puerto Rico,San Sebastián Municipio,72131
+Puerto Rico,Santa Isabel Municipio,72133
+Puerto Rico,Toa Alta Municipio,72135
+Puerto Rico,Toa Baja Municipio,72137
+Puerto Rico,Trujillo Alto Municipio,72139
+Puerto Rico,Utuado Municipio,72141
+Puerto Rico,Vega Alta Municipio,72143
+Puerto Rico,Vega Baja Municipio,72145
+Puerto Rico,Vieques Municipio,72147
+Puerto Rico,Villalba Municipio,72149
+Puerto Rico,Yabucoa Municipio,72151
+Puerto Rico,Yauco Municipio,72153
+Virgin Islands,St. Croix Island,78010
+Virgin Islands,St. John Island,78020
+Virgin Islands,St. Thomas Island,78030

From af30fab45285b190f1bb7c650c3a76dc0b2a7fee Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 10 Jan 2021 19:22:45 -0500
Subject: [PATCH 17/19] Update Google_Mobility_US.py

Added fips code for Google mobility data
---
 src/acquisition/mobility/Google_Mobility_US.py | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/src/acquisition/mobility/Google_Mobility_US.py b/src/acquisition/mobility/Google_Mobility_US.py
index a67e8f03c..03ad30d54 100644
--- a/src/acquisition/mobility/Google_Mobility_US.py
+++ b/src/acquisition/mobility/Google_Mobility_US.py
@@ -10,7 +10,7 @@
 def get_mobility_data():
     """Download Google Mobility data in CSV format
     """
-    # create directory if it don't exist
+    # create directory if it doesn't exist
     if not os.path.exists(directory) and directory != '':
         os.makedirs(directory)
     else:
@@ -33,10 +33,12 @@ def build_report():
     mobilityData = mobilityData.rename(
         columns={
             'sub region 1': 'state',
-            'sub region 2': 'county'})
+            'sub region 2': 'county',
+            'census fips code': 'fips code'})
     mobilityData = mobilityData.loc[:,
                    ['state',
                     'county',
+                    'fips code',
                     'date',
                     'retail and recreation',
                     'grocery and pharmacy',
@@ -44,9 +46,11 @@ def build_report():
                     'transit stations',
                     'workplaces',
                     'residential']]
-    mobilityData['state'].fillna('Total', inplace=True)
-    mobilityData['county'].fillna('Total', inplace=True)
+
+    mobilityData.dropna(subset=['county'], how='all', inplace=True)
     mobilityData.fillna(0, inplace=True)
+    mobilityData['fips code'] = mobilityData['fips code'].astype(str).replace('\.0', '', regex=True)
+    mobilityData['fips code'] = mobilityData['fips code'].str.rjust(5, '0')
     return mobilityData
 
 

From e508a94c7212454161f51095ce22312ed03f7773 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 10 Jan 2021 19:26:57 -0500
Subject: [PATCH 18/19] Update api.php

Added fips code to Apple and Google mobility data
---
 src/server/api.php | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/server/api.php b/src/server/api.php
index ef410dc24..7ea71fa94 100644
--- a/src/server/api.php
+++ b/src/server/api.php
@@ -383,14 +383,14 @@ function get_apple_mobility_data($country,$state,$month,$year) {
   $applemobilitydata = array();
   if($country === 'us'){	
   $table = '`Apple_Mobility_US` am';
-  $fields = "am.`state`, am.`county_and_city`, am.`geo_type`, am.`date`, am.`driving`, am.`transit`, am.`walking`";	
+  $fields = "am.`state`, am.`county`, am.`fips code`, am.`date`, am.`driving`, am.`transit`, am.`walking`";	
   // build the filter
   $condition_state = filter_strings('am.`state`', $state);
   $condition_month = filter_strings('month(`date`)', $month);
   $condition_year = filter_strings('year(`date`)', $year);
   $query = "SELECT {$fields} FROM {$table} WHERE ({$condition_state}) AND ({$condition_month}) AND ({$condition_year})";
   // get the data from the database
-  execute_query($query, $applemobilitydata,array('state','county_and_city','geo_type','date'), null, array('driving','transit','walking'));
+  execute_query($query, $applemobilitydata,array('state','county','fips code','date'), null, array('driving','transit','walking'));
   }
   return count($applemobilitydata) === 0 ? null : $applemobilitydata;
 }
@@ -405,14 +405,14 @@ function get_google_mobility_data($country,$state,$month,$year) {
   $googlemobilitydata = array();
   if($country === 'us'){
   $table = '`Google_Mobility_US` gm';
-  $fields = "gm.`state`, gm.`county`, gm.`date`, gm.`retail and recreation`, gm.`grocery and pharmacy`, gm.`parks`, gm.`transit stations`, gm.`workplaces`, gm.`residential`";
+  $fields = "gm.`state`, gm.`county`, gm.`fips code` , gm.`date`, gm.`retail and recreation`, gm.`grocery and pharmacy`, gm.`parks`, gm.`transit stations`, gm.`workplaces`, gm.`residential`";
   // build the filter
   $condition_state = filter_strings('gm.`state`', $state);
   $condition_month = filter_strings('month(`date`)', $month);
   $condition_year = filter_strings('year(`date`)', $year);
   $query = "SELECT {$fields} FROM {$table} WHERE ({$condition_state}) AND ({$condition_month}) AND ({$condition_year})";
   // get the data from the database
-  execute_query($query, $googlemobilitydata,array('state','county','date'), null, array('retail and recreation','grocery and pharmacy','parks','transit stations','workplaces','residential'));
+  execute_query($query, $googlemobilitydata,array('state','county','fips code','date'), null, array('retail and recreation','grocery and pharmacy','parks','transit stations','workplaces','residential'));
   }
   return count($googlemobilitydata) === 0 ? null : $googlemobilitydata;
 }

From ff6f3eb3774f59306941e459394e1cf36c48afe2 Mon Sep 17 00:00:00 2001
From: mgithub40 <75716340+mgithub40@users.noreply.github.com>
Date: Sun, 10 Jan 2021 19:31:06 -0500
Subject: [PATCH 19/19] Update TestMobilityData.py

Added fips code to test cases
---
 .../acquisition/mobility/TestMobilityData.py  | 54 +++++++++++--------
 1 file changed, 32 insertions(+), 22 deletions(-)

diff --git a/tests/acquisition/mobility/TestMobilityData.py b/tests/acquisition/mobility/TestMobilityData.py
index 162528dc1..fbdab8d7b 100644
--- a/tests/acquisition/mobility/TestMobilityData.py
+++ b/tests/acquisition/mobility/TestMobilityData.py
@@ -26,53 +26,63 @@ class TestMobilityData(TestCase):
     @mock.patch('TestMobilityData.pymysql', autospec=True)
     def test_apple_mobility_data(self, mock_pymysql):
         mock_cursor = mock.MagicMock()
-        test_data = [{'state': 'dummy', 'county_and_city': 'boone county', 'geo_type': 'county', 'date': '2020-11-03',
+        test_data = [{'state': 'dummy', 'county': 'boone county', 'fips code': '00000', 'date': '2020-11-03',
                       'driving': 57.129999999999995,
                       'transit': 0.0, 'walking': 0.0}]
 
         mock_cursor.fetchall.return_value = test_data
         mock_pymysql.connect.return_value.cursor.return_value.__enter__.return_value = mock_cursor
 
-        sql_del = "DELETE FROM `Apple_Mobility_US` (`state`, `county_and_city`, `geo_type`, `date`, `driving`, " \
-                  "`transit`, `walking`) VALUES (%s,%s,%s,%s,%s,%s,%s) WHERE `state` = %s,`county_and_city` = %s," \
-                  "`geo_type` = %s, `date` = %s, `driving` = %s, `transit` = %s, `walking` = %s "
-        sql_del_data = "('dummy', 'boone county', 'county', '2020-11-03', 57.129999999999995, 0.0, 0.0, 'dummy', " \
+        sql_del = "DELETE FROM `Apple_Mobility_US` (`state`, `county`, `fips code`, `date`, `driving`, " \
+                  "`transit`, `walking`) VALUES (%s,%s,%s,%s,%s,%s,%s) WHERE `state` = %s,`county` = %s," \
+                  "`fips code` = %s, `date` = %s, `driving` = %s, `transit` = %s, `walking` = %s "
+        sql_del_data = "('dummy', 'boone county', '00000', '2020-11-03', 57.129999999999995, 0.0, 0.0, 'dummy', " \
                        "'boone county', 'county', '2020-11-03', 57.129999999999995, 0.0, 0.0) "
 
         query(sql_del, sql_del_data)
 
-        sql = "INSERT INTO `Apple_Mobility_US` (`state`, `county_and_city`, `geo_type`, `date`, `driving`, `transit`, " \
-              "`walking`) VALUES (%s,%s,%s,%s,%s,%s,%s) ON DUPLICATE KEY UPDATE `state` = %s,`county_and_city` = %s," \
-              "`geo_type` = %s, `date` = %s, `driving` = %s, `transit` = %s, `walking` = %s "
-        sql_data = "('dummy', 'boone county', 'county', '2020-11-03', 57.129999999999995, 0.0, 0.0, 'dummy', " \
-                   "'boone county', 'county', '2020-11-03', 57.129999999999995, 0.0, 0.0) "
+        sql_insert = "INSERT INTO `Apple_Mobility_US` (`state`, `county`, `fips code`, `date`, `driving`, `transit`, " \
+                     "`walking`) VALUES (%s,%s,%s,%s,%s,%s,%s) ON DUPLICATE KEY UPDATE `state` = %s,`county` = %s," \
+                     "`date` = %s, `driving` = %s, `transit` = %s, `walking` = %s "
+        sql_insert_data = "('dummy', 'boone county', '00000', '2020-11-03', 57.129999999999995, 0.0, 0.0, 'dummy', " \
+                          "'boone county', '2020-11-03', 57.129999999999995, 0.0, 0.0) "
+        query(sql_insert, sql_insert_data)
 
-        self.assertEqual(test_data, query(sql, sql_data))
+        sql_select = "SELECT * FROM `Apple_Mobility_US` WHERE `state` = '%s' AND `county` = '%s' AND `date` = '%s' " \
+                     "AND `driving` = %s AND `transit` = %s AND `walking` = %s "
+        sql_select_data = "('dummy', 'boone county', '2020-11-03', 57.129999999999995, 0.0, 0.0)"
+
+        self.assertEqual(test_data, query(sql_select, sql_select_data))
 
     @mock.patch('TestMobilityData.pymysql', autospec=True)
     def test_google_mobility_data(self, mock_pymysql):
         mock_cursor = mock.MagicMock()
-        test_data = [{'state': 'dummy', 'county': 'san diego county', 'date': '2020-05-03',
+        test_data = [{'state': 'dummy', 'county': 'san diego county', 'fips code': '00000', 'date': '2020-05-03',
                       'retail and recreation': -53.0, 'grocery and pharmacy': -16.0, 'parks': -36.0,
                       'transit stations': -59.0, 'workplaces': -35.0, 'residential': 13.0}]
 
         mock_cursor.fetchall.return_value = test_data
         mock_pymysql.connect.return_value.cursor.return_value.__enter__.return_value = mock_cursor
 
-        sql_del = " DELETE FROM `Google_Mobility_US`(`state`, `county`, `date`, `retail and recreation`, " \
+        sql_del = " DELETE FROM `Google_Mobility_US`(`state`, `county`, `fips code`, `date`, `retail and recreation`, " \
                   "`grocery and pharmacy`, `parks`, `transit stations`, `workplaces`, `residential`) " \
-                  "VALUES( % s, % s, % s, % s, % s, % s, % s, % s, % s) WHERE `state` = % s," \
+                  "VALUES( % s, % s, % s, %s, % s, % s, % s, % s, % s, % s) WHERE `state` = % s," \
                   " `county` = % s, `date` = % s "
-        sql_del_data = "('dummy', 'san diego county', '2020-05-03', -53.0, -16.0, -36.0, -59.0, -35.0, 13.0," \
+        sql_del_data = "('dummy', 'san diego county', '00000' ,'2020-05-03', -53.0, -16.0, -36.0, -59.0, -35.0, 13.0," \
                        " 'dummy', 'san diego county', '2020-05-03')"
 
         query(sql_del, sql_del_data)
 
-        sql = " INSERT INTO `Google_Mobility_US`(`state`, `county`, `date`, `retail and recreation`, " \
-              "`grocery and pharmacy`, `parks`, `transit stations`, `workplaces`, `residential`) " \
-              "VALUES( % s, % s, % s, % s, % s, % s, % s, % s, % s) ON DUPLICATE KEY UPDATE `state` = % s," \
-              " `county` = % s, `date` = % s "
-        sql_data = "('dummy', 'san diego county', '2020-05-03', -53.0, -16.0, -36.0, -59.0, -35.0, 13.0," \
-                   " 'dummy', 'san diego county', '2020-05-03')"
+        sql_insert = "INSERT INTO `Google_Mobility_US`(`state`, `county`, `fips code` , `date`, `retail and " \
+                     "recreation`, `grocery and pharmacy`, `parks`, `transit stations`, `workplaces`, `residential`) " \
+                     "VALUES( % s, % s, % s, % s, %s, % s, % s, % s, % s, % s) ON DUPLICATE KEY UPDATE `state` = % s," \
+                     " `county` = % s, `date` = % s "
+        sql_insert_data = "('dummy', 'san diego county', '00000','2020-05-03', -53.0, -16.0, -36.0, -59.0, -35.0, 13.0," \
+                          " 'dummy', 'san diego county', '2020-05-03')"
+
+        query(sql_insert, sql_insert_data)
+
+        sql_select = "SELECT * FROM `Google_Mobility_US` WHERE `state` = '%s' AND `county` = '%s' AND `date` = '%s'"
+        sql_select_data = "('dummy', 'san diego county', '2020-05-03')"
 
-        self.assertEqual(test_data, query(sql, sql_data))
+        self.assertEqual(test_data, query(sql_select, sql_select_data))